From 3ce08f962f1bb00a9ec2d6cc07773be737894d03 Mon Sep 17 00:00:00 2001
From: Stefano Covino <stefano.covino@inaf.it>
Date: Fri, 17 May 2024 12:51:52 +0200
Subject: [PATCH] 170524 commit

---
 Lectures/Lecture 9 - Gaussian Processes/CorrelatedNoise.ipynb   | 2 +-
 .../MultipleDelayedTimeSeries.ipynb                             | 2 +-
 Lectures/Lecture 9 - Gaussian Processes/SamplingwithaGP.ipynb   | 2 +-
 README.md                                                       | 2 +-
 4 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/Lectures/Lecture 9 - Gaussian Processes/CorrelatedNoise.ipynb b/Lectures/Lecture 9 - Gaussian Processes/CorrelatedNoise.ipynb
index 8d727a7..2907f77 100644
--- a/Lectures/Lecture 9 - Gaussian Processes/CorrelatedNoise.ipynb	
+++ b/Lectures/Lecture 9 - Gaussian Processes/CorrelatedNoise.ipynb	
@@ -1 +1 @@
-{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[],"authorship_tag":"ABX9TyNJU5brv3b7dELsS3lorDWh"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"markdown","source":["from: https://george.readthedocs.io/en/latest/tutorials/model/"],"metadata":{"id":"DuTfSv9mi-pB"}},{"cell_type":"code","execution_count":1,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Jg3pR-YAgdww","executionInfo":{"status":"ok","timestamp":1683107900095,"user_tz":-120,"elapsed":80802,"user":{"displayName":"Stefano Covino","userId":"15959824765269815362"}},"outputId":"f7745825-be87-4da7-97a8-40b8eaa3cd30"},"outputs":[{"output_type":"stream","name":"stdout","text":["Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n","Collecting george\n","  Downloading george-0.4.0.tar.gz (1.0 MB)\n","\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.0/1.0 MB\u001b[0m \u001b[31m17.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[?25h  Installing build dependencies ... \u001b[?25l\u001b[?25hdone\n","  Getting requirements to build wheel ... \u001b[?25l\u001b[?25hdone\n","  Preparing metadata (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n","Requirement already satisfied: scipy in /usr/local/lib/python3.10/dist-packages (from george) (1.10.1)\n","Requirement already satisfied: numpy in /usr/local/lib/python3.10/dist-packages (from george) (1.22.4)\n","Building wheels for collected packages: george\n","  Building wheel for george (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n","  Created wheel for george: filename=george-0.4.0-cp310-cp310-linux_x86_64.whl size=347826 sha256=7db25bc07830249ab540dd1fd8fcd48837305c8d725451e2ff87274cc8a4a3de\n","  Stored in directory: /root/.cache/pip/wheels/63/02/e3/24f2361717de09616769d97ed5854b4703d4df49fb1a3a1131\n","Successfully built george\n","Installing collected packages: george\n","Successfully installed george-0.4.0\n","Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n","Collecting emcee\n","  Downloading emcee-3.1.4-py2.py3-none-any.whl (46 kB)\n","\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m46.2/46.2 kB\u001b[0m \u001b[31m5.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[?25hRequirement already satisfied: numpy in /usr/local/lib/python3.10/dist-packages (from emcee) (1.22.4)\n","Installing collected packages: emcee\n","Successfully installed emcee-3.1.4\n","Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n","Collecting corner\n","  Downloading corner-2.2.2-py3-none-any.whl (15 kB)\n","Requirement already satisfied: matplotlib>=2.1 in /usr/local/lib/python3.10/dist-packages (from corner) (3.7.1)\n","Requirement already satisfied: fonttools>=4.22.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib>=2.1->corner) (4.39.3)\n","Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib>=2.1->corner) (23.1)\n","Requirement already satisfied: python-dateutil>=2.7 in /usr/local/lib/python3.10/dist-packages (from matplotlib>=2.1->corner) (2.8.2)\n","Requirement already satisfied: pillow>=6.2.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib>=2.1->corner) (8.4.0)\n","Requirement already satisfied: numpy>=1.20 in /usr/local/lib/python3.10/dist-packages (from matplotlib>=2.1->corner) (1.22.4)\n","Requirement already satisfied: pyparsing>=2.3.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib>=2.1->corner) (3.0.9)\n","Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.10/dist-packages (from matplotlib>=2.1->corner) (0.11.0)\n","Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib>=2.1->corner) (1.4.4)\n","Requirement already satisfied: contourpy>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib>=2.1->corner) (1.0.7)\n","Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.10/dist-packages (from python-dateutil>=2.7->matplotlib>=2.1->corner) (1.16.0)\n","Installing collected packages: corner\n","Successfully installed corner-2.2.2\n"]}],"source":["!pip install george\n","!pip install emcee\n","!pip install corner"]},{"cell_type":"markdown","source":["# Model fitting with correlated noise\n","\n","In this example, we’re going to simulate a common data analysis situation where our dataset exhibits unknown correlations in the noise. When taking data, it is often possible to estimate the independent measurement uncertainty on a single point (due to, for example, Poisson counting statistics) but there are often residual systematics that correlate data points. The effect of this correlated noise can often be hard to estimate but ignoring it can introduce substantial biases into your inferences. In the following sections, we will consider a synthetic dataset with correlated noise and a simple non-linear model. We will start by fitting the model assuming that the noise is uncorrelated and then improve on this model by modeling the covariance structure in the data using a Gaussian process.\n","\n","## A Simple Mean Model\n","\n","The model that we’ll fit in this demo is a single Gaussian feature with three parameters: amplitude α, location ℓ,  and width σ$^2$. \\\\\n","This model was chosen because is is the simplest non-linear model that I could think of, and it is qualitatively similar to a few problems in astronomy (fitting spectral features, measuring transit times, etc.).\n","\n","## Simulated Dataset\n","\n","Let’s start by simulating a dataset of 50 points with known correlated noise. In fact, this example is somewhat artificial since the data were drawn from a Gaussian process but in everything that follows, we’ll use a different kernel function for our inferences in an attempt to make the situation slightly more realistic. A known white variance was also added to each data point.\n","\n","Using the parameters: α=−1,ℓ=0.1, σ$^2$=0.4.\n","\n","the resulting dataset is:"],"metadata":{"id":"u74H0fhjgo9U"}},{"cell_type":"code","source":["from george.modeling import Model\n","\n","class Model(Model):\n","    parameter_names = (\"amp\", \"location\", \"log_sigma2\")\n","\n","    def get_value(self, t):\n","        return self.amp * np.exp(-0.5*(t.flatten()-self.location)**2 * np.exp(-self.log_sigma2))"],"metadata":{"id":"ToZJYdt8qkWT","executionInfo":{"status":"ok","timestamp":1683108017136,"user_tz":-120,"elapsed":238,"user":{"displayName":"Stefano Covino","userId":"15959824765269815362"}}},"execution_count":2,"outputs":[]},{"cell_type":"code","source":["import numpy as np\n","import matplotlib.pyplot as pl\n","from george import kernels\n","import george\n","\n","np.random.seed(1234)\n","\n","def generate_data(params, N, rng=(-5, 5)):\n","    gp = george.GP(0.1 * kernels.ExpSquaredKernel(3.3))\n","    t = rng[0] + np.diff(rng) * np.sort(np.random.rand(N))\n","    y = gp.sample(t)\n","    y += Model(**params).get_value(t)\n","    yerr = 0.05 + 0.05 * np.random.rand(N)\n","    y += yerr * np.random.randn(N)\n","    return t, y, yerr\n","\n","truth = dict(amp=-1.0, location=0.1, log_sigma2=np.log(0.4))\n","t, y, yerr = generate_data(truth, 50)\n","\n","pl.errorbar(t, y, yerr=yerr, fmt=\".k\", capsize=0)\n","pl.ylabel(r\"$y$\")\n","pl.xlabel(r\"$t$\")\n","pl.xlim(-5, 5)\n","pl.title(\"simulated data\");"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":472},"id":"dBrvFx2Oqr2z","executionInfo":{"status":"ok","timestamp":1683108030997,"user_tz":-120,"elapsed":726,"user":{"displayName":"Stefano Covino","userId":"15959824765269815362"}},"outputId":"928068fb-ba37-4f1d-9a53-615c4bad6e91"},"execution_count":3,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 1 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EoKupqVF0dLRcLpeioqI6/Hxut1uRkZGSpNraWkVERHT4OQEAgC9/z9+B3YQCAADQxQhDAADA1ghDAADA1ghDAADA1ghDAADA1ghDAADA1ghDAADA1ghDAADA1ghDAADA1ghDAADA1ghDAADA1ghDAcrtdsvhcMjhcMjtdptdjmXwewMAtBVhCAAA2BphCAAA2BphCAAA2BphyAQREREyDEOGYSgiIsLsctBBnd1PiX5PANC9CEMAAMDWCEMAAMDWCEMAAMDWCEMAAMDWCEMWFKwdbIP1fZmN3ysAtIwwBAAAbI0wZAEVFRVmlwAAQNAiDAWooqIi789paWlatWqVidUAABC8CEMBqLy8XLNmzfLe93g8ysvLU3l5uYlVAQAQnAhDAejQoUPyeDw+2+rq6nT48GGTKgIAIHgRhgLQ4MGDFRLi+9E4nU4NGjTIpIoAAAhehKEAlJSUpMLCQu99p9OpFStWKCkpycSqrIeO5wAAfxCGAlR2drb35/379ys3N9fEaqyDjucAgLYiDFlAv379zC7BEoKx4zmtWwDQ9QhDCBrB0vG8K1u3CFcA0BhhCEEjEDqedzRsdEXrFpcOAaBllgxDy5Yt04ABAxQeHq6MjAyVlJQ0u+/KlSt100036fLLL9fll1+uzMzMFve3Gv7S/39mdTzvzLDR2a1bwXjpEAA6m+XC0CuvvKI5c+Zo4cKF2rVrl4YOHaqsrCydOHGiyf23bNmi73znO3r77be1bds2JScna9y4cZYOEfyl37zu7nje2WGjs1u3guXSIQB0KcNiRo4cacycOdN7v66uzkhMTDQKCgr8Ov7ixYtG7969jaKiIr9f0+VyGZIMl8vV5nrbq7a21pBkSDJqa2u928vKyoyQkBDvY5IMp9NplJWVdVttXaW599zdz9EWmzdv9vks6m9vv/12u59z2bJlPp/tL37xi3Y/VzB/XwCgNf6evy3VMnT+/Hnt3LlTmZmZ3m0hISHKzMzUtm3b/HqOs2fP6sKFC+rTp0+z+5w7d041NTU+t0DBX/qBpSv6KXVm6xZzVgFA6ywVhk6dOqW6ujrFx8f7bI+Pj1dVVZVfz/HYY48pMTHRJ1BdqqCgQNHR0d5bcnJyh+ruTIHQSRj/r6vDRmdMq8CcVQDQMkuFoY768Y9/rHXr1mnDhg0KDw9vdr/58+fL5XJ5b2VlZd1YZcv4Sz/wWClsNAxXbrdbDodDDodDbrfbxKoAwFyWCkN9+/aV0+nU8ePHfbYfP35cCQkJLR67ZMkS/fjHP9af/vQnXX/99S3uGxYWpqioKJ9bU7ryZBIRESHDMGQYhiIiInwes9LJt72s0MG9/vOPjIz0bmOCTACwHkuFoR49eig9PV2bNm3ybvN4PNq0aZNGjRrV7HFPPfWUFi9erOLiYo0YMaI7Su02wXTyZZRcy2jJAYCuYakwJElz5szRypUrVVRUpAMHDuiBBx6Q2+3W9OnTJUnTpk3T/Pnzvfv/5Cc/0eOPP67Vq1drwIABqqqqUlVVlWpra816C2gC8+EAAMwSanYBbXXPPffo5MmTWrBggaqqqjRs2DAVFxd7O1UfO3bMp4PxCy+8oPPnz+vuu+/2eZ6FCxdq0aJF3Vk6WtDSKDn6QwEAupLlwpAk5efnKz8/v8nHtmzZ4nP/6NGjXV8QOqx+lFzDQMQoOQBAd7DcZTIEJ0bJAQDMQhhCwLDDKDkAQOCx5GUyBL9gGiVntvppGuq53W6f6QAAwO5oGQIAALZGGAIAALbGZTIElUsvCQEA0BpahiyopaU6uhMzIgMAggFhqJNYYS0tWIM/YZfvGwB0HsJQB3R0LS1aVtAWrN0GAF2DMNROrKXV9QiL/6+rv2+0NAGwM8JQO7W0lhbsp7a2tkv7cHX1942WJgB2Rhhqp/q1tBpiLS10la7+vtGyCcDOCEPtxFpaaKirLzN1x/eNlk0AdkUY6gDW0rK37u7Q3NXfN1o2AdgVYaiTsJaWvZjdgb4j37eGIa4eLZsA7IwZqIF2aKlDcyAHiktDXL3Nmzfr5ptvNqEiADAfLUPoFHYbmm3VDvRNhThJtp+6AIC9EYbQbnaeBNCqHeibCnGSNHDgQBOqAYDAQBhCu3RFn5lAWXPNX1bsQH9piKtHnzcAdkYYQrsw6aQvK4WJhiEOAEAYQjtZtc8MAACXIgyhXazaZwZNi4yMpBM1ANsiDKHdrNhnBgCASxGG0Cms1GcGAICGCEOwBLvNY9QUq422AwCrIAwFCE72jdl5HiMAQPchDHVAR/9S52TfPLPX/gIA2AdhyCSc7FvGPEYAgO5CGDIJJ/uWMY8RAKC7EIZMwsm+Zcxj1P3otwags7jdbjkcDjkcDkvMYUYYMgkn+9Yxj1HXaNjXbdmyZd7t9FsDYFcOwzAMs4sIdDU1NYqOjpbL5VJUVFSnPa/b7VZkZKQkqbS0VNdcc02nPXcwaPj7qa2tDbjh5IFeX2vKy8vVv39/n8u1TqdTR48eJZQDFmf2/09mv349f8/flmwZWrZsmQYMGKDw8HBlZGSopKSkxf3Xr1+v1NRUhYeH68tf/rLefPPNbqrUf0xaiO5GvzUA+ILlwtArr7yiOXPmaOHChdq1a5eGDh2qrKwsnThxosn933//fX3nO99Rbm6udu/erYkTJ2rixInau3dvN1cOBBb6rQHAFywXhn76059qxowZmj59uoYMGaLly5erV69eWr16dZP7/+xnP9P48eP1yCOPKC0tTYsXL9bw4cP1/PPPd3PlQGCh3xoAfMFSYej8+fPauXOnMjMzvdtCQkKUmZmpbdu2NXnMtm3bfPaXpKysrGb3l6Rz586ppqbG5wYEIzqpA4DFwtCpU6dUV1en+Ph4n+3x8fGqqqpq8piqqqo27S9JBQUFio6O9t6Sk5M7XjyCTrCtFUa/NQB2Zakw1F3mz58vl8vlvZWVlZldEgAA6CKhZhfQFn379pXT6dTx48d9th8/flwJCQlNHpOQkNCm/SUpLCxMYWFhHS8YAAAEPEu1DPXo0UPp6enatGmTd5vH49GmTZs0atSoJo8ZNWqUz/6StHHjxmb3BwAAnccKs9tbKgxJ0pw5c7Ry5UoVFRXpwIEDeuCBB+R2uzV9+nRJ0rRp0zR//nzv/j/4wQ9UXFysZ555RgcPHtSiRYv04YcfKj8/36y3AABAUCsqKvL+bIXZ7S0Xhu655x4tWbJECxYs0LBhw7Rnzx4VFxd7O0kfO3ZMf/vb37z7jx49Wi+//LJefPFFDR06VK+++qpee+01XXfddWa9BQAALKUta42Vl5dr1qxZ3vsej0d5eXkqLy/v6jLbzVJ9hurl5+c327KzZcuWRtsmTZqkSZMmdXFVAACgpdntA3UeM8u1DAEAgMBlxdntCUOAjbVnrqS2NJcDsB8rzm5PGELACrZJDQEgWF36R5LVZrcnDAEAgC5jhdntCUMAAAQxK8zzYzbCkIm4DAQA6ApWm+fHbIQhAACCiBXn+TEbYQgAgDYK5FGVLc3zg6YRhgAACCJWnOfHbIQhAACCiBXn+TEbYQhAuzFKBQhMVpvnx2yEIQBtwigVwFqsMM+P2QhDAPzGKBUA/rDa1DGEIQB+Y5QKgGC8PE4YAuA3RqkA9hTsl8cJQwD8xigVwH7aenncii1HhCEAbcIoFcBe/Lk83tGWI7MnsSQMAWg3RqnAX2af7LqSFVtC2qK1y+PBMLCCMAQAQBsFex+ahlq7PB4MAysIQwAAtEEwtIS0VUuXx4NhYAVhCACANgiGlpCOuPTyeDAMrCAMAQDQBsHQEtLZrD6wgjAEAEAbBENLSFey4sAKwhAAoNMF8+gxyfotIfAVanYBAKylfs0hAF+wYksIfNEyBABAK4K9pcvuaBkCACDI0ILbNrQMAQAAWyMMAQAAWyMMAQC6VbCv5QXrIQwBAFrV0Q7E/q7lRUdlmIEwBADoUhUVFbZbywvWYqkwVF1dralTpyoqKkoxMTHKzc1VbW1ti/vPmjVLX/rSl9SzZ09dddVVevDBB+VyubqxagCwtw8++MDWa3mhbcy4jGqpMDR16lTt27dPGzdu1BtvvKGtW7fqvvvua3b/yspKVVZWasmSJdq7d6/WrFmj4uJiZgoFYEvdeQmq4WWxnJwcORwOn8ftvpYXfPl7GbWrOAyLTERw4MABDRkyRDt27NCIESMkScXFxZowYYLKy8uVmJjo1/OsX79e3/3ud+V2uxUa6t80SzU1NYqOjpbL5VJUVFS73wMAmMntdisyMlKSVFtbq4iIiC45try8XP379/dpDXI4HN55b+rX8mrqD9OO1NiV2lJXoL6HrtSR99zU98XpdOro0aMdXu/N3/O3ZVqGtm3bppiYGG8QkqTMzEyFhIRo+/btfj9P/S+kpSB07tw51dTU+NwAAP45dOhQo8tiDf/utvpaXpGRkXTwvkT9JI+GYbQ5/DX1fenuy6iWCUNVVVWKi4vz2RYaGqo+ffqoqqrKr+c4deqUFi9e3OKlNUkqKChQdHS095acnNzuugHAbgYPHqyQEN/Ti9Pp9P7MWl5oqLnvS3deRjU9DM2bN897Dbu528GDBzv8OjU1Nbrjjjs0ZMgQLVq0qMV958+fL5fL5b2VlZV1+PUBwC6SkpJUWFjove90OvXcc8+ZWBECWVPflxUrVnT4EllbmL422cMPP6ycnJwW90lJSVFCQoJOnDjhs/3ixYuqrq5WQkJCi8efOXNG48ePV+/evbVhwwZddtllLe4fFhamsLAwv+oHADSWnZ2tmTNnSvrisli/fv2892GuQOzTdOn35ZprrunW1zc9DMXGxio2NrbV/UaNGqXTp09r586dSk9PlyRt3rxZHo9HGRkZzR5XU1OjrKwshYWF6fXXX1d4eHin1Q4AaB2XxdAWZnxfTL9M5q+0tDSNHz9eM2bMUElJid577z3l5+drypQp3pFkFRUVSk1NVUlJiaQvgtC4cePkdru1atUq1dTUqKqqSlVVVaqrqzPz7QAAgABhestQW6xdu1b5+fkaO3asQkJCdNddd/lch75w4YJKS0t19uxZSdKuXbu8I80u7Yh15MgRDRgwoNtqBwAAgclSYahPnz56+eWXm318wIABPsM3x4wZI4tMowQAkHyGq7vd7oDoz4LgZ5nLZAAAWI0ZS0ug7QhDAIA2seMJvuFyEW3Z14ylJdB2hCEAQKvMOMFXVlZ2+Wv4o7y8XLNmzWq0valQeOm+Ho9HeXl5Ki8v79Ia0TGEIQBAizrjBO/vcg1r1671/pyenh4QrSpNLRchSR9//LFf+3b30hJoO8IQAKBF7TnBt2etqvLycs2dO9d7vz501a9GYNZaYE0tFyFJAwcO9Gvf7l5aAm1HGAIAtKi7TvDNhS6zXbpcRL2mJgcMhKUl0HaEIQCmcbvdpv/VH+w643fcXSf41hZ4NVN2dna79t2/f79yc3O7oiR0IsIQAKBV3XGCT0pK0pIlS7z3A32BV39G1bEUiTUQhgDAhjoyPL4rT/BTp071/vzf//3fbWqR6W4Mmw8ebQpDZWVlXVUHAKCLNRypFagn8oY1TpgwoU3z+3Q3hs0HjzaFodTUVC1YsMC79hcAwDqaGqkVSCfypkaTPfjgg6bU4m9fK4bNd472jD7sTG0KQxs3btQf//hHDR48WGvWrOmikgAAXSHQ578J1NFkLbHCsHkGKrSuTWFo9OjR2r59uwoKCvT4448rPT1d77zzTlfVBgDoRIE+/00gjyZrSnOj6i5dbDaQ2XFplaa0qwP1tGnTVFpaqjvuuEO333677r77bh05cqSzawMAdKJLR2oF2vw3VhtNZtVh86yd1liHRpONGzdO3/ve97RhwwYNGTJEjz76qGprazurNgBAJ2o4UitQT+QNa/zwww8DejSZFYfNV1RUsHZaE0LbsvPy5cu1Y8cO7dixQwcOHFBISIiuu+463X///Ro6dKjWrVunIUOG6Le//a1GjBjRVTUDADrICifyxMREs0tol4YdgM3oDNySw4cPN9t3LJBaCbtbm8LQj370I2VkZGjatGm64YYblJ6erp49e3ofv++++/Qf//EfysnJ0d69ezu9WAAA0H6DBg1SSEiITyAKtL5jZmhTGPJnnqHc3Fw9/vjj7S4IgD1VVFTommuuMbsMBDC+Ix3Xr18/FRYWaubMmZICs++YGTp9Buq4uDht3ry5s58WQBCiIydaw3ek87F2WmOdHoYcDoduueWWzn5aAEGmvLycjpxoUWVlJd+RLmaFvmPdgbXJAJiiuQn2AmkSQJjrk08+4TuCbkEYAmCK5ibYs3tHzkBlxnIJKSkpAfEdYWLC4EcYAmCKpKQkFRYWeu/TkROXSkxMNO07cmlfpUBeMBYd5zAMwzC7iEBXU1Oj6OhouVwuRUVFmV0OEDTcbrciIyMlSaWlpYwU6gINf8fHjx9XfHy8JKm2tjbg5sCRfOutn8S3u78j5eXl6t+/f6Ph55euk9bc7/DS92D277ml32kg1NeV/D1/t2loPQB0FTpydr3KykqzS2hV/eW4eg3X9uqu74gVF4xFx3CZDACCWMPLO+np6SZWYh3N9WcrKytjyakgRRgCgCDV1PQFaB392eyHMAQAQaqpyz3wT7BOTMjIuKYRhgAgSDV1uQdt17CvUlunGAiE8MHIuNbxrwQAglRTl3vQ9QJpCZGmLpU++OCDptUTqAhDABDEGl7u+fDDD02sxB4CbZkZRsb5hzAEADaRmJhodglBL9CWmWluZBx8WSoMVVdXa+rUqYqKilJMTIxyc3P9HuZoGIZuv/12ORwOvfbaa11bKADAlgJtmZmmLpU+99xzptQSyCwVhqZOnap9+/Zp48aNeuONN7R161bdd999fh27dOlSORyOLq4QAAKXGeuL2U0gDsu/dGRcw/v4gmXC0IEDB1RcXKxf/OIXysjI0I033qjCwkKtW7eu1VlV9+zZo2eeeUarV6/upmoB+IOTM4JRIA/LZ6b3plkmDG3btk0xMTEaMWKEd1tmZqZCQkK0ffv2Zo87e/as/vmf/1nLli1TQkKCX6917tw51dTU+NwAAGgrwoc1WCYMVVVVKS4uzmdbaGio+vTpo6qqqmaPe+ihhzR69Gh985vf9Pu1CgoKFB0d7b0lJye3u24AAAIJLbKNmR6G5s2bJ4fD0eLt4MGD7Xru119/XZs3b9bSpUvbdNz8+fPlcrm8t7Kysna9PgCgY8w6cRMY7MX0Vesffvhh5eTktLhPSkqKEhISdOLECZ/tFy9eVHV1dbOXvzZv3qyPP/5YMTExPtvvuusu3XTTTdqyZUuTx4WFhSksLMzftwAAACzM9DAUGxur2NjYVvcbNWqUTp8+rZ07d3pXXt68ebM8Ho8yMjKaPGbevHn63ve+57Pty1/+sp599lndeeedHS8eAABYnulhyF9paWkaP368ZsyYoeXLl+vChQvKz8/XlClTvBOJVVRUaOzYsfrlL3+pkSNHKiEhoclWo6uuukpXX311d78FAE1wu92KjIyUJNXW1nJJAkC3M73PUFusXbtWqampGjt2rCZMmKAbb7xRL774ovfxCxcuqLS0VGfPnjWxSgAAYCWWaRmSpD59+ujll19u9vEBAwbIMIwWn6O1xwEAgL1YqmUIAACgsxGGAACArRGGAACArRGGAACArVmqAzUAoG3qZ1IG0DxahgAAgK3RMgQAQBCjdbB1hCEAADoR4cN6uEwGAABsjTAEAABsjTAEAABsjTAEIGBUVFSYXQIAGyIMATBVUVGR9+e0tDStWrXKxGoA2JHDoMt7q2pqahQdHS2Xy6WoqCizywGCRnl5ufr37y+Px+Pd5nQ6dfToUSUlJZlYGYBg4O/5m5YhAKY5dOiQTxCSpLq6Oh0+fNikiqzD7XbL4XDI4XDI7XabXQ5gaYQhAKYZPHiwQkJ8/xtyOp0aNGiQSRUBsCPCEADTJCUlqbCw0Hvf6XRqxYoVXCID0K0IQwBMlZ2d7f15//79ys3NNbEaAHZEGAIQMPr162d2CQBsiDAEAABsjTAEAABsjTAEAABsjTAEABbHMiZAxxCGAMCCWMYE6DyEIQCwmPLycs2aNct73+PxKC8vT+Xl5SZWBVgXYQgALIZlTIDORRgCAIthGROgcxGGAMBiWMYE6FyEIQCwIJYxAToPYQgALI5lTICOIQwBAABbCzW7AAD2FhERIcMwzC4DgI1ZqmWourpaU6dOVVRUlGJiYpSbm6va2tpWj9u2bZu+/vWvKyIiQlFRUbr55pv1j3/8oxsqBuAvt9sth8Mhh8Mht9ttdjkAbMRSYWjq1Knat2+fNm7cqDfeeENbt27Vfffd1+Ix27Zt0/jx4zVu3DiVlJRox44dys/PbzQsFQAA2JPDsEj79IEDBzRkyBDt2LFDI0aMkCQVFxdrwoQJKi8vV2JiYpPH3XDDDbrtttu0ePHidr92TU2NoqOj5XK5FBUV1e7nAdA8t9utyMhISVJtba0iIiJMriiw8fsCWufv+dsyzSPbtm1TTEyMNwhJUmZmpkJCQrR9+/Ymjzlx4oS2b9+uuLg4jR49WvHx8brlllv07rvvtvha586dU01Njc8NAAAEJ8uEoaqqKsXFxflsCw0NVZ8+fVRVVdXkMZ988okkadGiRZoxY4aKi4s1fPhwjR07VocOHWr2tQoKChQdHe29JScnd94bAYBOUN/x3DAMWoWADjI9DM2bN8/babK528GDB9v13PVr9+Tl5Wn69On6yle+omeffVZf+tKXtHr16maPmz9/vlwul/dWVlbWrtcHAACBz/Sh9Q8//LBycnJa3CclJUUJCQk6ceKEz/aLFy+qurpaCQkJTR535ZVXSpKGDBnisz0tLU3Hjh1r9vXCwsIUFhbmR/UAAMDqTA9DsbGxio2NbXW/UaNG6fTp09q5c6fS09MlSZs3b5bH41FGRkaTxwwYMECJiYkqLS312f7Xv/5Vt99+e8eLBwAAlmf6ZTJ/paWlafz48ZoxY4ZKSkr03nvvKT8/X1OmTPGOJKuoqFBqaqpKSkokSQ6HQ4888oiee+45vfrqqzp8+LAef/xxHTx4kHV8AACApABoGWqLtWvXKj8/X2PHjlVISIjuuusuPffcc97HL1y4oNLSUp09e9a7bfbs2fr888/10EMPqbq6WkOHDtXGjRs1cOBAM94CAAAIMJaZZ8hMzDMEdD3mzQHQ2YJuniEAAICuQBgCAAC2RhgCAAC2RhgCAAC2RhgCAAC2RhgCAAC2RhgCEHAqKirMLgGAjRCGAASEoqIi789paWlatWqVidUAsBMmXfQDky4CXau8vFz9+/eXx+PxbnM6nTp69KiSkpJMrAyAlTHpIgDLOHTokE8QkqS6ujodPnzYpIoA2AlhCIDpBg8erJAQ3/+OnE6nBg0aZFJFAOyEMATAdElJSSosLPTedzqdWrFiBZfIAHQL+gz5gT5DQNdruFBraWmprrnmGpMrAmB19BkCYFn9+vUzuwQANkIYAgAAtkYYAgCTud1uORwOORwOud1us8sBbIcwBAAAbI0wBAAAbI0wBAAAbI0wBADdjD5CQGAhDAEAAFsjDAEAAFsjDAEAAFsjDAEAAFsjDAEAAFsjDAFAN2s4gozRZID5CEMAAMDWCEMAAMDWCEMAAMDWCEMAAkJERIQMw5BhGIqIiDC7HNNUVFSYXQJgO4QhADBRZWWlioqKvPfT0tK0atUqEysC7CfU7AIAwG7Wrl3r/Xn48OE+j3k8HuXl5SkrK0tJSUndXRpgS5ZqGaqurtbUqVMVFRWlmJgY5ebmqra2tsVjqqqqdO+99yohIUEREREaPny4fvOb33RTxQDgq7y8XHPnzvXer7802FBdXZ0OHz7c3aUBtmWpMDR16lTt27dPGzdu1BtvvKGtW7fqvvvua/GYadOmqbS0VK+//ro++ugjffvb39bkyZO1e/fubqoaQLBqz+rzhw4dksfjaXEfp9OpQYMGdUaJAPxgmTB04MABFRcX6xe/+IUyMjJ04403qrCwUOvWrVNlZWWzx73//vuaNWuWRo4cqZSUFP3bv/2bYmJitHPnzm6sHgC+MHjwYIWE+P7X63A4vD87nU6tWLGCS2RAN7JMGNq2bZtiYmI0YsQI77bMzEyFhIRo+/btzR43evRovfLKK6qurpbH49G6dev0+eefa8yYMc0ec+7cOdXU1PjcAKAzJCUlacmSJd77ISEhev7557339+/fr9zcXDNKA2zLMmGoqqpKcXFxPttCQ0PVp08fVVVVNXvcf/3Xf+nChQu64oorFBYWpry8PG3YsKHFJuiCggJFR0d7b8nJyZ32PgCgoUv7C/Xr18+kSgD7Mj0MzZs3z3vNvbnbwYMH2/38jz/+uE6fPq233npLH374oebMmaPJkyfro48+avaY+fPny+VyeW9lZWXtfn0AaKipDtQPPvigiRUBMH1o/cMPP6ycnJwW90lJSVFCQoJOnDjhs/3ixYuqrq5WQkJCk8d9/PHHev7557V3715de+21kqShQ4fqnXfe0bJly7R8+fImjwsLC1NYWFjb3wwAtKKpDtR1dXUmVQNACoAwFBsbq9jY2Fb3GzVqlE6fPq2dO3cqPT1dkrR582Z5PB5lZGQ0eczZs2clqVFnRafT2epoDgDoCvUdqBv+H+R0OglEgIlMv0zmr7S0NI0fP14zZsxQSUmJ3nvvPeXn52vKlClKTEyU9MU09qmpqSopKZEkpaamatCgQcrLy1NJSYk+/vhjPfPMM9q4caMmTpxo4rsBYFeXdqB2Op167rnnTKwIgGXCkPTFrK2pqakaO3asJkyYoBtvvFEvvvii9/ELFy6otLTU2yJ02WWX6c0331RsbKzuvPNOXX/99frlL3+poqIiTZgwway3AcDmpk6d6v35ww8/VHZ2tonVAHAYlw5lQCM1NTWKjo6Wy+VSVFSU2eUACBBut1uRkZGSpNraWr8XmD1x4oTi4+MlScePH1dERES7ngdAy/w9f1uqZQgAAKCzEYYAAICtEYYAAICtEYYAAICtEYYAoJs17CBNZ2nAfIQhAABga6bPQA0AdhcREdFowVYA3YeWIQAAYGu0DAFAN6MlCAgstAwBQCeoqKgwuwQA7UQYAoB2Kioq8v6clpamVatWmVgNgPZibTI/sDYZgEuVl5erf//+8ng83m1Op1NHjx5VUlKSiZUBqMfaZADgB7fbLYfDIYfDIbfb7fdxhw4d8glCklRXV6fDhw93dokAuhhhCADaYfDgwQoJ8f0v1Ol0atCgQSZVBKC9CEMA0A5JSUkqLCz03nc6nVqxYgWXyAALIgwBQDtlZ2d7f96/f79yc3NNrAZAexGGAKAT9OvXz+wSALQTYQgAANgaYQiAbbndbkVGRppdBgCTEYYAAICtEYYAAICtEYYA4P+wvhhgT4QhAPg/rC8G2BNhCIBtXdoS5PF4lJeXp/LycpMqAmAGwhAA22pqHTHWFwPshzAEwLaaWkeM9cUA+yEMAbCtS2eNZn0xwJ5CzS4AAALFhx9+qGHDhpldBoBuRssQAPyfxMREs0sAYALCEADbKioq8rm/du1akyoBYCbCEABbKi8v16xZs3y2PfLIIwyrB2yIMATAlg4dOiSPx+OzjWH1gD1ZKgz96Ec/0ujRo9WrVy/FxMT4dYxhGFqwYIGuvPJK9ezZU5mZmTp06FDXFgog4A0ePFghIb7/BTKsHrAnS4Wh8+fPa9KkSXrggQf8Puapp57Sc889p+XLl2v79u2KiIhQVlaWPv/88y6sFECgS0pKUmFhoc+2p59+uk3D6iMiImQYhgzDUERERGeXCKCbOAzDMMwuoq3WrFmj2bNn6/Tp0y3uZxiGEhMT9fDDD2vu3LmSJJfLpfj4eK1Zs0ZTpkzx6/VqamoUHR0tl8ulqKiojpYPIEC43W5FRkZ67x8/flxxcXEmVgSgM/l7/rZUy1BbHTlyRFVVVcrMzPRui46OVkZGhrZt29bscefOnVNNTY3PDQAABKegDkNVVVWSpPj4eJ/t8fHx3seaUlBQoOjoaO8tOTm5S+sEEBhaa20GEJxMD0Pz5s2Tw+Fo8Xbw4MFurWn+/PlyuVzeW1lZWbe+PgBzpKWladWqVWaXAaCbmb4cx8MPP6ycnJwW90lJSWnXcyckJEj6oh/AlVde6d1+/PjxFqfcDwsLU1hYWLteE4B1VFRU+Nz3eDzKy8tTVlYW65MBNmJ6GIqNjVVsbGyXPPfVV1+thIQEbdq0yRt+ampqtH379jaNSAMQnJqaU6h+riHCEGAfpl8ma4tjx45pz549OnbsmOrq6rRnzx7t2bNHtbW13n1SU1O1YcMGSZLD4dDs2bP15JNP6vXXX9dHH32kadOmKTExURMnTjTpXQAIFE3NKcRcQ4D9mN4y1BYLFizwWUvoK1/5iiTp7bff1pgxYyRJpaWlcrlc3n0effRRud1u3XfffTp9+rRuvPFGFRcXKzw8vFtrBxB4+vXr53Pf6XRqxYoVtAoBNmPJeYa6G/MMAcHp0nmGSktLdc0115hYEYDOxDxDANBGl7YUAbAHwhAAALA1whAA24qIiPAZgAHAnghDAADA1ghDAADA1ghDAADA1ghDAADA1ghDAADA1ghDAADA1iy1HAcAdLaIiAgxET9gb7QMAQAAWyMMAQAAWyMMAQAAWyMMAQAAWyMMAQAAWyMMAQAAWyMMAQAAWyMMAQAAWyMMAQAAWyMMAQAAWyMMAQAAWyMMAQAAWyMMAQAAWyMMAQAAWyMMAQAAWws1uwArMAxDklRTU2NyJQAAwF/15+3683hzCEN+OHPmjCQpOTnZ5EoAAEBbnTlzRtHR0c0+7jBai0uQx+NRZWWlevfuLYfDYXY57VZTU6Pk5GSVlZUpKirK7HJsjc8icPBZBA4+i8ARLJ+FYRg6c+aMEhMTFRLSfM8gWob8EBISoqSkJLPL6DRRUVGW/nIHEz6LwMFnETj4LAJHMHwWLbUI1aMDNQAAsDXCEAAAsDXCkI2EhYVp4cKFCgsLM7sU2+OzCBx8FoGDzyJw2O2zoAM1AACwNVqGAACArRGGAACArRGGAACArRGGAACArRGGbO7cuXMaNmyYHA6H9uzZY3Y5tnP06FHl5ubq6quvVs+ePTVw4EAtXLhQ58+fN7s0W1i2bJkGDBig8PBwZWRkqKSkxOySbKmgoEBf/epX1bt3b8XFxWnixIkqLS01uyxI+vGPfyyHw6HZs2ebXUqXIgzZ3KOPPqrExESzy7CtgwcPyuPxaMWKFdq3b5+effZZLV++XD/84Q/NLi3ovfLKK5ozZ44WLlyoXbt2aejQocrKytKJEyfMLs12/vznP2vmzJn64IMPtHHjRl24cEHjxo2T2+02uzRb27Fjh1asWKHrr7/e7FK6HEPrbewPf/iD5syZo9/85je69tprtXv3bg0bNszssmzv6aef1gsvvKBPPvnE7FKCWkZGhr761a/q+eefl/TFGoTJycmaNWuW5s2bZ3J19nby5EnFxcXpz3/+s26++Wazy7Gl2tpaDR8+XD//+c/15JNPatiwYVq6dKnZZXUZWoZs6vjx45oxY4Z+9atfqVevXmaXgwZcLpf69OljdhlB7fz589q5c6cyMzO920JCQpSZmalt27aZWBmkL/4NSOLfgYlmzpypO+64w+ffSDBjoVYbMgxDOTk5uv/++zVixAgdPXrU7JLwfw4fPqzCwkItWbLE7FKC2qlTp1RXV6f4+Hif7fHx8Tp48KBJVUH6ooVu9uzZ+trXvqbrrrvO7HJsad26ddq1a5d27NhhdindhpahIDJv3jw5HI4WbwcPHlRhYaHOnDmj+fPnm11y0PL3s2iooqJC48eP16RJkzRjxgyTKgfMNXPmTO3du1fr1q0zuxRbKisr0w9+8AOtXbtW4eHhZpfTbegzFEROnjypzz77rMV9UlJSNHnyZP3+97+Xw+Hwbq+rq5PT6dTUqVNVVFTU1aUGPX8/ix49ekiSKisrNWbMGN1www1as2aNQkL4O6UrnT9/Xr169dKrr76qiRMnerdnZ2fr9OnT+t3vfmdecTaWn5+v3/3ud9q6dauuvvpqs8uxpddee03f+ta35HQ6vdvq6urkcDgUEhKic+fO+TwWLAhDNnTs2DHV1NR471dWViorK0uvvvqqMjIylJSUZGJ19lNRUaFbb71V6enp+s///M+g/I8mEGVkZGjkyJEqLCyU9MXlmauuukr5+fl0oO5mhmFo1qxZ2rBhg7Zs2aLBgwebXZJtnTlzRp9++qnPtunTpys1NVWPPfZY0F66pM+QDV111VU+9yMjIyVJAwcOJAh1s4qKCo0ZM0b9+/fXkiVLdPLkSe9jCQkJJlYW/ObMmaPs7GyNGDFCI0eO1NKlS+V2uzV9+nSzS7OdmTNn6uWXX9bvfvc79e7dW1VVVZKk6Oho9ezZ0+Tq7KV3796NAk9ERISuuOKKoA1CEmEIMNXGjRt1+PBhHT58uFEQpdG2a91zzz06efKkFixYoKqqKg0bNkzFxcWNOlWj673wwguSpDFjxvhsf+mll5STk9P9BcF2uEwGAABsjV6aAADA1ghDAADA1ghDAADA1ghDAADA1ghDAADA1ghDAADA1ghDAADA1ghDAADA1ghDAGztoYce0re//W2zywBgIsIQAFsrKSnRiBEjzC4DgIlYjgOALZ0/f14RERG6ePGid1tGRoY++OADE6sCYAYWagVgS6GhoXrvvfeUkZGhPXv2KD4+XuHh4WaXBcAEhCEAthQSEqLKykpdccUVGjp0qNnlADARfYYA2Nbu3bsJQgAIQwDsa8+ePYQhAIQhAPb10UcfadiwYWaXAcBkhCEAtuXxeFRaWqrKykq5XC6zywFgEsIQANt68skntWbNGvXr109PPvmk2eUAMAnzDAEAAFujZQgAANgaYQgAANgaYQgAANgaYQgAANgaYQgAANgaYQgAANgaYQgAANgaYQgAANgaYQgAANgaYQgAANgaYQgAANgaYQgAANja/wI4h/u5BZxfgwAAAABJRU5ErkJggg==\n"},"metadata":{}}]},{"cell_type":"markdown","source":["## Assuming White Noise\n","\n","Let’s start by doing the standard thing and assuming that the noise is uncorrelated. In this case, the ln-likelihood function of the data {y$_n$} given the parameters θ is:\n","\n","$$\\ln p({y_n}|{t_n},{σ^2_n},θ)=−\\frac{1}{2} \\sum_{n=1}^N \\frac{[y_n−f_θ(t_n)]^2}{σ^2_n}+A$$\n","\n","where A doesn’t depend on θ so it is irrelevant for our purposes and f$_θ$(t) is our model function.\n","\n","It is clear that there is some sort of systematic trend in the data and we don’t want to ignore that so we’ll simultaneously model a linear trend and the Gaussian feature described in the previous section. Therefore, our model is:\n","\n","$$f_θ(t)=mt+b+α \\exp(−\\frac{[t−ℓ]^2}{2σ^2})$$\n","\n","where θ is the 5-dimensional parameter vector:\n","\n","$$θ=\\{m,b,α,ℓ,σ^2\\}$$.\n","\n","The following code snippet is a simple implementation of this model in Python."],"metadata":{"id":"TLYNisK8rNEY"}},{"cell_type":"code","source":["class PolynomialModel(Model):\n","    parameter_names = (\"m\", \"b\", \"amp\", \"location\", \"log_sigma2\")\n","\n","    def get_value(self, t):\n","        t = t.flatten()\n","        return (t * self.m + self.b +\n","                self.amp * np.exp(-0.5*(t-self.location)**2*np.exp(-self.log_sigma2)))"],"metadata":{"id":"Hyku4o_wtHTz","executionInfo":{"status":"ok","timestamp":1683108157645,"user_tz":-120,"elapsed":223,"user":{"displayName":"Stefano Covino","userId":"15959824765269815362"}}},"execution_count":4,"outputs":[]},{"cell_type":"markdown","source":["To fit this model using MCMC (using [emcee](http://dfm.io/emcee)), we need to first choose priors—in this case we’ll just use a simple uniform prior on each parameter—and then combine these with our likelihood function to compute the ln-probability (up to a normalization constant). In code, this will be:"],"metadata":{"id":"yyNBbRqWtOar"}},{"cell_type":"code","source":["model = george.GP(mean=PolynomialModel(m=0, b=0, amp=-1, location=0.1, log_sigma2=np.log(0.4)))\n","model.compute(t, yerr)\n","\n","def lnprob(p):\n","    model.set_parameter_vector(p)\n","    return model.log_likelihood(y, quiet=True) + model.log_prior()"],"metadata":{"id":"LazY5nKJtLh-","executionInfo":{"status":"ok","timestamp":1683108272451,"user_tz":-120,"elapsed":252,"user":{"displayName":"Stefano Covino","userId":"15959824765269815362"}}},"execution_count":5,"outputs":[]},{"cell_type":"markdown","source":["Now that we have our model implemented, we’ll initialize the walkers and run both a burn-in and production chain:"],"metadata":{"id":"3ZfJV3n5tkw2"}},{"cell_type":"code","source":["import emcee\n","\n","initial = model.get_parameter_vector()\n","ndim, nwalkers = len(initial), 32\n","p0 = initial + 1e-8 * np.random.randn(nwalkers, ndim)\n","sampler = emcee.EnsembleSampler(nwalkers, ndim, lnprob)\n","\n","print(\"Running burn-in...\")\n","p0, _, _ = sampler.run_mcmc(p0, 500)\n","sampler.reset()\n","\n","print(\"Running production...\")\n","sampler.run_mcmc(p0, 1000);"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"1uT3yTe9tmWz","executionInfo":{"status":"ok","timestamp":1683108383091,"user_tz":-120,"elapsed":10203,"user":{"displayName":"Stefano Covino","userId":"15959824765269815362"}},"outputId":"2abe385d-207c-4204-a88b-22470bc955b1"},"execution_count":6,"outputs":[{"output_type":"stream","name":"stdout","text":["Running burn-in...\n","Running production...\n"]}]},{"cell_type":"markdown","source":["After running the chain, we can plot the predicted results. It is often useful to plot the results on top of the data as well. To do this, we can over plot 24 posterior samples on top of the data:"],"metadata":{"id":"3phASe5At4rw"}},{"cell_type":"code","source":["# Plot the data.\n","pl.errorbar(t, y, yerr=yerr, fmt=\".k\", capsize=0)\n","\n","# The positions where the prediction should be computed.\n","x = np.linspace(-5, 5, 500)\n","\n","# Plot 24 posterior samples.\n","samples = sampler.flatchain\n","for s in samples[np.random.randint(len(samples), size=24)]:\n","    model.set_parameter_vector(s)\n","    pl.plot(x, model.mean.get_value(x), color=\"#4682b4\", alpha=0.3)\n","\n","pl.ylabel(r\"$y$\")\n","pl.xlabel(r\"$t$\")\n","pl.xlim(-5, 5)\n","pl.title(\"fit assuming uncorrelated noise\");"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":472},"id":"igZ1Rwo3t8an","executionInfo":{"status":"ok","timestamp":1683108390468,"user_tz":-120,"elapsed":806,"user":{"displayName":"Stefano Covino","userId":"15959824765269815362"}},"outputId":"27cbf843-4c9f-45ce-b81a-92442ddec131"},"execution_count":7,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 1 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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["In this figure, the data are shown as black points with error bars and the posterior samples are shown as translucent blue lines. These results seem, at face value, pretty satisfying. But, since we know the true model parameters that were used to simulate the data, we can assess our original assumption of uncorrelated noise. To do this, we’ll plot all the projections of our posterior samples using [corner.py](https://github.com/dfm/corner.py) and over plot the true values:"],"metadata":{"id":"NN7EKO40uB5P"}},{"cell_type":"code","source":["import corner\n","\n","tri_cols = [\"amp\", \"location\", \"log_sigma2\"]\n","tri_labels = [r\"$\\alpha$\", r\"$\\ell$\", r\"$\\ln\\sigma^2$\"]\n","tri_truths = [truth[k] for k in tri_cols]\n","tri_range = [(-2, -0.01), (-3, -0.5), (-1, 1)]\n","names = model.get_parameter_names()\n","inds = np.array([names.index(\"mean:\"+k) for k in tri_cols])\n","corner.corner(sampler.flatchain[:, inds], truths=tri_truths, labels=tri_labels);"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":735},"id":"oDJGT4i2uM_H","executionInfo":{"status":"ok","timestamp":1683108465782,"user_tz":-120,"elapsed":4718,"user":{"displayName":"Stefano Covino","userId":"15959824765269815362"}},"outputId":"6c54d242-0755-4406-8221-0ab823a75009"},"execution_count":8,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 760x760 with 9 Axes>"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["In this figure, the blue lines are the true values used to simulate the data and the black contours and histograms show the posterior constraints. The constraints on the amplitude α and the width σ$^2$ are consistent with the truth but the location of the feature ℓ\n","is almost completely *inconsistent with the truth!* This would matter a lot if we were trying to precisely measure radial velocities or transit times."],"metadata":{"id":"SCWtZC7KubZz"}},{"cell_type":"markdown","source":["## Modeling the Noise\n","\n","Note: A full discussion of the theory of Gaussian processes is beyond the scope of this demo. You should probably check out [Rasmussen & Williams (2006)](http://www.gaussianprocess.org/gpml/).\n","\n","In this section, instead of assuming that the noise is white, we’ll generalize the likelihood function to include covariances between data points. To do this, let’s start by re-writing the likelihood function from the previous section as a matrix equation (if you squint, you’ll be able to work out that we haven’t changed it at all):\n","\n","$$\\ln p({y_n}|{t_n},{σ^2_n},θ)=−\\frac{1}{2}r^TK^{−1}r−\\frac{1}{2} \\ln \\det K −\\frac{N}{2} \\ln 2π$$\n","\n","where\n","\n","$$r=\\begin{pmatrix}\n","y_1−f_θ(t_1) \\\\ \n","y_2−f_θ(t_2) \\\\\n"," ⋮ \\\\\n","y_N−f_θ(t_N)\n","\\end{pmatrix}$$\n","\n","is the residual vector and\n","\n","$$K=\n","\\begin{pmatrix}\n","σ^2_1 & 0     &        & 0 \\\\ \n","0     & σ^2_2 &        & 0 \\\\\n","      &       & \\ddots & 0 \\\\\n","0     & 0     &        & σ^2_N \n","\\end{pmatrix}$$\n","\n","is the $N \\times N$ data covariance matrix ($N$ is the number of data points).\n","\n","The fact that K is diagonal is the result of our earlier assumption that the noise was white. If we want to relax this assumption, we just need to start populating the off-diagonal elements of this covariance matrix. If we wanted to make every off-diagonal element of the matrix a free parameter, there would be too many parameters to actually do any inference. Instead, we can simply model the elements of this array as:\n","\n","$$K_{ij}=σ^2_i δ_{ij} + k(t_i,t_j)$$\n","\n","where $δ_{ij}$ is the Kronecker_delta and $k(⋅,⋅)$ is a covariance function that we get to choose. \\\n","Chapter 4 of Rasmussen & Williams discusses various choices for k but for this demo, we’ll just use the Matérn-3/2 function:\n","\n","$$k(r)=a^2 (1+\\frac{\\sqrt{3r}}{τ}) \\exp(−\\frac{\\sqrt{3r}}{τ})$$\n","\n","where $r=|t_i−t_j|$, and $a^2$ and $τ$ are the parameters of the model.\n"],"metadata":{"id":"Mli0qYySusIq"}},{"cell_type":"markdown","source":["## The Final Fit\n","\n","Now we could go ahead and implement the ln-likelihood function that we came up with in the previous section but that’s what George is for, after all! To implement the model from the previous section using George, we can write the following ln-likelihood function in Python:"],"metadata":{"id":"7ewIT0o54wXp"}},{"cell_type":"code","source":["kwargs = dict(**truth)\n","kwargs[\"bounds\"] = dict(location=(-2, 2))\n","mean_model = Model(**kwargs)\n","gp = george.GP(np.var(y) * kernels.Matern32Kernel(10.0), mean=mean_model)\n","gp.compute(t, yerr)\n","\n","def lnprob2(p):\n","    gp.set_parameter_vector(p)\n","    return gp.log_likelihood(y, quiet=True) + gp.log_prior()"],"metadata":{"id":"nD8qWMhO42I0","executionInfo":{"status":"ok","timestamp":1683108625156,"user_tz":-120,"elapsed":237,"user":{"displayName":"Stefano Covino","userId":"15959824765269815362"}}},"execution_count":9,"outputs":[]},{"cell_type":"markdown","source":["As before, let’s run MCMC on this model:"],"metadata":{"id":"EB1h2Blk5Ib9"}},{"cell_type":"code","source":["initial = gp.get_parameter_vector()\n","ndim, nwalkers = len(initial), 32\n","sampler = emcee.EnsembleSampler(nwalkers, ndim, lnprob2)\n","\n","print(\"Running first burn-in...\")\n","p0 = initial + 1e-8 * np.random.randn(nwalkers, ndim)\n","p0, lp, _ = sampler.run_mcmc(p0, 2000)\n","\n","print(\"Running second burn-in...\")\n","p0 = p0[np.argmax(lp)] + 1e-8 * np.random.randn(nwalkers, ndim)\n","sampler.reset()\n","p0, _, _ = sampler.run_mcmc(p0, 2000)\n","sampler.reset()\n","\n","print(\"Running production...\")\n","sampler.run_mcmc(p0, 2000);"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"JEKUHoQM5Jgl","executionInfo":{"status":"ok","timestamp":1683108761202,"user_tz":-120,"elapsed":89756,"user":{"displayName":"Stefano Covino","userId":"15959824765269815362"}},"outputId":"6d768d3f-ad8d-4b94-ca8d-abbe198ec82f"},"execution_count":10,"outputs":[{"output_type":"stream","name":"stdout","text":["Running first burn-in...\n","Running second burn-in...\n","Running production...\n"]}]},{"cell_type":"markdown","source":["You’ll notice that this time I’ve run two burn-in phases. Before the second burn-in, I re-sample the positions of the walkers in a tiny ball around the position of the best walker in the previous run. I found that this re-sampling step was useful because otherwise some of the walkers started in a bad part of parameter space and took a while to converge to something reasonable.\n","\n","The plotting code for the results for this model is similar to the code in the previous section. First, we can plot the posterior samples on top of the data:"],"metadata":{"id":"P0stQ-7p6BWj"}},{"cell_type":"code","source":["# Plot the data.\n","pl.errorbar(t, y, yerr=yerr, fmt=\".k\", capsize=0)\n","\n","# The positions where the prediction should be computed.\n","x = np.linspace(-5, 5, 500)\n","\n","# Plot 24 posterior samples.\n","samples = sampler.flatchain\n","for s in samples[np.random.randint(len(samples), size=24)]:\n","    gp.set_parameter_vector(s)\n","    mu = gp.sample_conditional(y, x)\n","    pl.plot(x, mu, color=\"#4682b4\", alpha=0.3)\n","\n","pl.ylabel(r\"$y$\")\n","pl.xlabel(r\"$t$\")\n","pl.xlim(-5, 5)\n","pl.title(\"fit with GP noise model\");"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":472},"id":"a3J6Gzm16KGK","executionInfo":{"status":"ok","timestamp":1683108786997,"user_tz":-120,"elapsed":5220,"user":{"displayName":"Stefano Covino","userId":"15959824765269815362"}},"outputId":"9e1489f6-a245-43ce-cf5e-f5f9908d93f2"},"execution_count":11,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":["names = gp.get_parameter_names()\n","inds = np.array([names.index(\"mean:\"+k) for k in tri_cols])\n","corner.corner(sampler.flatchain[:, inds], truths=tri_truths, labels=tri_labels);"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":735},"id":"l9Jb52_l6PeG","executionInfo":{"status":"ok","timestamp":1683108817685,"user_tz":-120,"elapsed":1547,"user":{"displayName":"Stefano Covino","userId":"15959824765269815362"}},"outputId":"2b70063c-e0a4-44c6-b45b-393fe4b506be"},"execution_count":12,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 760x760 with 9 Axes>"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["It is clear from this figure that the constraints obtained when modeling the noise are less precise (the error bars are larger) but more accurate (and honest)."],"metadata":{"id":"Ul_uSHlH6eR-"}}]}
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When taking data, it is often possible to estimate the independent measurement uncertainty on a single point (due to, for example, Poisson counting statistics) but there are often residual systematics that correlate data points. The effect of this correlated noise can often be hard to estimate but ignoring it can introduce substantial biases into your inferences. In the following sections, we will consider a synthetic dataset with correlated noise and a simple non-linear model. We will start by fitting the model assuming that the noise is uncorrelated and then improve on this model by modeling the covariance structure in the data using a Gaussian process.\n","\n","## A Simple Mean Model\n","\n","The model that we’ll fit in this demo is a single Gaussian feature with three parameters: amplitude α, location ℓ,  and width σ$^2$. \\\\\n","This model was chosen because is is the simplest non-linear model that I could think of, and it is qualitatively similar to a few problems in astronomy (fitting spectral features, measuring transit times, etc.).\n","\n","## Simulated Dataset\n","\n","Let’s start by simulating a dataset of 50 points with known correlated noise. In fact, this example is somewhat artificial since the data were drawn from a Gaussian process but in everything that follows, we’ll use a different kernel function for our inferences in an attempt to make the situation slightly more realistic. A known white variance was also added to each data point.\n","\n","Using the parameters: α=−1,ℓ=0.1, σ$^2$=0.4.\n","\n","the resulting dataset is:"],"metadata":{"id":"u74H0fhjgo9U"}},{"cell_type":"code","source":["from george.modeling import Model\n","\n","class Model(Model):\n","    parameter_names = (\"amp\", \"location\", \"log_sigma2\")\n","\n","    def get_value(self, t):\n","        return self.amp * np.exp(-0.5*(t.flatten()-self.location)**2 * np.exp(-self.log_sigma2))"],"metadata":{"id":"ToZJYdt8qkWT","executionInfo":{"status":"ok","timestamp":1715937465747,"user_tz":-120,"elapsed":351,"user":{"displayName":"Stefano Covino","userId":"15959824765269815362"}}},"execution_count":2,"outputs":[]},{"cell_type":"code","source":["import numpy as np\n","import matplotlib.pyplot as pl\n","from george import kernels\n","import george\n","\n","np.random.seed(1234)\n","\n","def generate_data(params, N, rng=(-5, 5)):\n","    gp = george.GP(0.1 * kernels.ExpSquaredKernel(3.3))\n","    t = rng[0] + np.diff(rng) * np.sort(np.random.rand(N))\n","    y = gp.sample(t)\n","    y += Model(**params).get_value(t)\n","    yerr = 0.05 + 0.05 * np.random.rand(N)\n","    y += yerr * np.random.randn(N)\n","    return t, y, yerr\n","\n","truth = dict(amp=-1.0, location=0.1, log_sigma2=np.log(0.4))\n","t, y, yerr = generate_data(truth, 50)\n","\n","pl.errorbar(t, y, yerr=yerr, fmt=\".k\", capsize=0)\n","pl.ylabel(r\"$y$\")\n","pl.xlabel(r\"$t$\")\n","pl.xlim(-5, 5)\n","pl.title(\"simulated data\");"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":472},"id":"dBrvFx2Oqr2z","executionInfo":{"status":"ok","timestamp":1715937471259,"user_tz":-120,"elapsed":923,"user":{"displayName":"Stefano Covino","userId":"15959824765269815362"}},"outputId":"278663e6-3d9b-4641-e3c4-5a3e06f8ef1c"},"execution_count":3,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["## Assuming White Noise\n","\n","Let’s start by doing the standard thing and assuming that the noise is uncorrelated. In this case, the ln-likelihood function of the data {y$_n$} given the parameters θ is:\n","\n","$$\\ln p({y_n}|{t_n},{σ^2_n},θ)=−\\frac{1}{2} \\sum_{n=1}^N \\frac{[y_n−f_θ(t_n)]^2}{σ^2_n}+A$$\n","\n","where A doesn’t depend on θ so it is irrelevant for our purposes and f$_θ$(t) is our model function.\n","\n","It is clear that there is some sort of systematic trend in the data and we don’t want to ignore that so we’ll simultaneously model a linear trend and the Gaussian feature described in the previous section. Therefore, our model is:\n","\n","$$f_θ(t)=mt+b+α \\exp(−\\frac{[t−ℓ]^2}{2σ^2})$$\n","\n","where θ is the 5-dimensional parameter vector:\n","\n","$$θ=\\{m,b,α,ℓ,σ^2\\}$$.\n","\n","The following code snippet is a simple implementation of this model in Python."],"metadata":{"id":"TLYNisK8rNEY"}},{"cell_type":"code","source":["class PolynomialModel(Model):\n","    parameter_names = (\"m\", \"b\", \"amp\", \"location\", \"log_sigma2\")\n","\n","    def get_value(self, t):\n","        t = t.flatten()\n","        return (t * self.m + self.b +\n","                self.amp * np.exp(-0.5*(t-self.location)**2*np.exp(-self.log_sigma2)))"],"metadata":{"id":"Hyku4o_wtHTz","executionInfo":{"status":"ok","timestamp":1715937851941,"user_tz":-120,"elapsed":377,"user":{"displayName":"Stefano Covino","userId":"15959824765269815362"}}},"execution_count":4,"outputs":[]},{"cell_type":"markdown","source":["To fit this model using MCMC (using [emcee](http://dfm.io/emcee)), we need to first choose priors—in this case we’ll just use a simple uniform prior on each parameter—and then combine these with our likelihood function to compute the ln-probability (up to a normalization constant). In code, this will be:"],"metadata":{"id":"yyNBbRqWtOar"}},{"cell_type":"code","source":["model = george.GP(mean=PolynomialModel(m=0, b=0, amp=-1, location=0.1, log_sigma2=np.log(0.4)))\n","model.compute(t, yerr)\n","\n","def lnprob(p):\n","    model.set_parameter_vector(p)\n","    return model.log_likelihood(y, quiet=True) + model.log_prior()"],"metadata":{"id":"LazY5nKJtLh-","executionInfo":{"status":"ok","timestamp":1715937883551,"user_tz":-120,"elapsed":375,"user":{"displayName":"Stefano Covino","userId":"15959824765269815362"}}},"execution_count":5,"outputs":[]},{"cell_type":"markdown","source":["Now that we have our model implemented, we’ll initialize the walkers and run both a burn-in and production chain:"],"metadata":{"id":"3ZfJV3n5tkw2"}},{"cell_type":"code","source":["import emcee\n","\n","initial = model.get_parameter_vector()\n","ndim, nwalkers = len(initial), 32\n","p0 = initial + 1e-8 * np.random.randn(nwalkers, ndim)\n","sampler = emcee.EnsembleSampler(nwalkers, ndim, lnprob)\n","\n","print(\"Running burn-in...\")\n","p0, _, _ = sampler.run_mcmc(p0, 500)\n","sampler.reset()\n","\n","print(\"Running production...\")\n","sampler.run_mcmc(p0, 1000);"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"1uT3yTe9tmWz","executionInfo":{"status":"ok","timestamp":1715938049053,"user_tz":-120,"elapsed":9792,"user":{"displayName":"Stefano Covino","userId":"15959824765269815362"}},"outputId":"643df38c-c3a7-4aa5-b2d4-4411311ebe84"},"execution_count":6,"outputs":[{"output_type":"stream","name":"stdout","text":["Running burn-in...\n","Running production...\n"]}]},{"cell_type":"markdown","source":["After running the chain, we can plot the predicted results. It is often useful to plot the results on top of the data as well. To do this, we can over plot 24 posterior samples on top of the data:"],"metadata":{"id":"3phASe5At4rw"}},{"cell_type":"code","source":["# Plot the data.\n","pl.errorbar(t, y, yerr=yerr, fmt=\".k\", capsize=0)\n","\n","# The positions where the prediction should be computed.\n","x = np.linspace(-5, 5, 500)\n","\n","# Plot 24 posterior samples.\n","samples = sampler.flatchain\n","for s in samples[np.random.randint(len(samples), size=24)]:\n","    model.set_parameter_vector(s)\n","    pl.plot(x, model.mean.get_value(x), color=\"#4682b4\", alpha=0.3)\n","\n","pl.ylabel(r\"$y$\")\n","pl.xlabel(r\"$t$\")\n","pl.xlim(-5, 5)\n","pl.title(\"fit assuming uncorrelated noise\");"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":472},"id":"igZ1Rwo3t8an","executionInfo":{"status":"ok","timestamp":1715938068079,"user_tz":-120,"elapsed":696,"user":{"displayName":"Stefano Covino","userId":"15959824765269815362"}},"outputId":"51a69189-666d-4b8a-d32b-2115907a3310"},"execution_count":7,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 1 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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["In this figure, the data are shown as black points with error bars and the posterior samples are shown as translucent blue lines. These results seem, at face value, pretty satisfying. But, since we know the true model parameters that were used to simulate the data, we can assess our original assumption of uncorrelated noise. To do this, we’ll plot all the projections of our posterior samples using [corner.py](https://github.com/dfm/corner.py) and over plot the true values:"],"metadata":{"id":"NN7EKO40uB5P"}},{"cell_type":"code","source":["import corner\n","\n","tri_cols = [\"amp\", \"location\", \"log_sigma2\"]\n","tri_labels = [r\"$\\alpha$\", r\"$\\ell$\", r\"$\\ln\\sigma^2$\"]\n","tri_truths = [truth[k] for k in tri_cols]\n","tri_range = [(-2, -0.01), (-3, -0.5), (-1, 1)]\n","names = model.get_parameter_names()\n","inds = np.array([names.index(\"mean:\"+k) for k in tri_cols])\n","corner.corner(sampler.flatchain[:, inds], truths=tri_truths, labels=tri_labels);"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":735},"id":"oDJGT4i2uM_H","executionInfo":{"status":"ok","timestamp":1715938127864,"user_tz":-120,"elapsed":4144,"user":{"displayName":"Stefano Covino","userId":"15959824765269815362"}},"outputId":"e338d74d-9d59-452e-d9bb-6c13d94450a9"},"execution_count":8,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 760x760 with 9 Axes>"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["In this figure, the blue lines are the true values used to simulate the data and the black contours and histograms show the posterior constraints. The constraints on the amplitude α and the width σ$^2$ are consistent with the truth but the location of the feature ℓ\n","is almost completely *inconsistent with the truth!* This would matter a lot if we were trying to precisely measure radial velocities or transit times."],"metadata":{"id":"SCWtZC7KubZz"}},{"cell_type":"markdown","source":["## Modeling the Noise\n","\n","Note: A full discussion of the theory of Gaussian processes is beyond the scope of this demo. You should probably check out [Rasmussen & Williams (2006)](http://www.gaussianprocess.org/gpml/).\n","\n","In this section, instead of assuming that the noise is white, we’ll generalize the likelihood function to include covariances between data points. To do this, let’s start by re-writing the likelihood function from the previous section as a matrix equation (if you squint, you’ll be able to work out that we haven’t changed it at all):\n","\n","$$\\ln p({y_n}|{t_n},{σ^2_n},θ)=−\\frac{1}{2}r^TK^{−1}r−\\frac{1}{2} \\ln \\det K −\\frac{N}{2} \\ln 2π$$\n","\n","where\n","\n","$$r=\\begin{pmatrix}\n","y_1−f_θ(t_1) \\\\\n","y_2−f_θ(t_2) \\\\\n"," ⋮ \\\\\n","y_N−f_θ(t_N)\n","\\end{pmatrix}$$\n","\n","is the residual vector and\n","\n","$$K=\n","\\begin{pmatrix}\n","σ^2_1 & 0     &        & 0 \\\\\n","0     & σ^2_2 &        & 0 \\\\\n","      &       & \\ddots & 0 \\\\\n","0     & 0     &        & σ^2_N\n","\\end{pmatrix}$$\n","\n","is the $N \\times N$ data covariance matrix ($N$ is the number of data points).\n","\n","The fact that K is diagonal is the result of our earlier assumption that the noise was white. If we want to relax this assumption, we just need to start populating the off-diagonal elements of this covariance matrix. If we wanted to make every off-diagonal element of the matrix a free parameter, there would be too many parameters to actually do any inference. Instead, we can simply model the elements of this array as:\n","\n","$$K_{ij}=σ^2_i δ_{ij} + k(t_i,t_j)$$\n","\n","where $δ_{ij}$ is the Kronecker_delta and $k(⋅,⋅)$ is a covariance function that we get to choose. \\\n","Chapter 4 of Rasmussen & Williams discusses various choices for k but for this demo, we’ll just use the Matérn-3/2 function:\n","\n","$$k(r)=a^2 (1+\\frac{\\sqrt{3r}}{τ}) \\exp(−\\frac{\\sqrt{3r}}{τ})$$\n","\n","where $r=|t_i−t_j|$, and $a^2$ and $τ$ are the parameters of the model.\n"],"metadata":{"id":"Mli0qYySusIq"}},{"cell_type":"markdown","source":["## The Final Fit\n","\n","Now we could go ahead and implement the ln-likelihood function that we came up with in the previous section but that’s what George is for, after all! To implement the model from the previous section using George, we can write the following ln-likelihood function in Python:"],"metadata":{"id":"7ewIT0o54wXp"}},{"cell_type":"code","source":["kwargs = dict(**truth)\n","kwargs[\"bounds\"] = dict(location=(-2, 2))\n","mean_model = Model(**kwargs)\n","gp = george.GP(np.var(y) * kernels.Matern32Kernel(10.0), mean=mean_model)\n","gp.compute(t, yerr)\n","\n","def lnprob2(p):\n","    gp.set_parameter_vector(p)\n","    return gp.log_likelihood(y, quiet=True) + gp.log_prior()"],"metadata":{"id":"nD8qWMhO42I0","executionInfo":{"status":"ok","timestamp":1715938562978,"user_tz":-120,"elapsed":381,"user":{"displayName":"Stefano Covino","userId":"15959824765269815362"}}},"execution_count":9,"outputs":[]},{"cell_type":"markdown","source":["As before, let’s run MCMC on this model:"],"metadata":{"id":"EB1h2Blk5Ib9"}},{"cell_type":"code","source":["initial = gp.get_parameter_vector()\n","ndim, nwalkers = len(initial), 32\n","sampler = emcee.EnsembleSampler(nwalkers, ndim, lnprob2)\n","\n","print(\"Running first burn-in...\")\n","p0 = initial + 1e-8 * np.random.randn(nwalkers, ndim)\n","p0, lp, _ = sampler.run_mcmc(p0, 2000)\n","\n","print(\"Running second burn-in...\")\n","p0 = p0[np.argmax(lp)] + 1e-8 * np.random.randn(nwalkers, ndim)\n","sampler.reset()\n","p0, _, _ = sampler.run_mcmc(p0, 2000)\n","sampler.reset()\n","\n","print(\"Running production...\")\n","sampler.run_mcmc(p0, 2000);"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"JEKUHoQM5Jgl","executionInfo":{"status":"ok","timestamp":1715938651187,"user_tz":-120,"elapsed":81722,"user":{"displayName":"Stefano Covino","userId":"15959824765269815362"}},"outputId":"b29ff0fb-41ef-4c47-f4b4-904412357714"},"execution_count":10,"outputs":[{"output_type":"stream","name":"stdout","text":["Running first burn-in...\n","Running second burn-in...\n","Running production...\n"]}]},{"cell_type":"markdown","source":["You’ll notice that this time I’ve run two burn-in phases. Before the second burn-in, I re-sample the positions of the walkers in a tiny ball around the position of the best walker in the previous run. I found that this re-sampling step was useful because otherwise some of the walkers started in a bad part of parameter space and took a while to converge to something reasonable.\n","\n","The plotting code for the results for this model is similar to the code in the previous section. First, we can plot the posterior samples on top of the data:"],"metadata":{"id":"P0stQ-7p6BWj"}},{"cell_type":"code","source":["# Plot the data.\n","pl.errorbar(t, y, yerr=yerr, fmt=\".k\", capsize=0)\n","\n","# The positions where the prediction should be computed.\n","x = np.linspace(-5, 5, 500)\n","\n","# Plot 24 posterior samples.\n","samples = sampler.flatchain\n","for s in samples[np.random.randint(len(samples), size=24)]:\n","    gp.set_parameter_vector(s)\n","    mu = gp.sample_conditional(y, x)\n","    pl.plot(x, mu, color=\"#4682b4\", alpha=0.3)\n","\n","pl.ylabel(r\"$y$\")\n","pl.xlabel(r\"$t$\")\n","pl.xlim(-5, 5)\n","pl.title(\"fit with GP noise model\");"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":472},"id":"a3J6Gzm16KGK","executionInfo":{"status":"ok","timestamp":1715938665006,"user_tz":-120,"elapsed":8154,"user":{"displayName":"Stefano Covino","userId":"15959824765269815362"}},"outputId":"a3f83f8e-92f1-4a45-8b42-65f041ded49e"},"execution_count":11,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":["names = gp.get_parameter_names()\n","inds = np.array([names.index(\"mean:\"+k) for k in tri_cols])\n","corner.corner(sampler.flatchain[:, inds], truths=tri_truths, labels=tri_labels);"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":735},"id":"l9Jb52_l6PeG","executionInfo":{"status":"ok","timestamp":1715938686616,"user_tz":-120,"elapsed":1519,"user":{"displayName":"Stefano Covino","userId":"15959824765269815362"}},"outputId":"cfb4746b-efd0-496f-9d1e-9af5f853afb8"},"execution_count":12,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 760x760 with 9 Axes>"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["It is clear from this figure that the constraints obtained when modeling the noise are less precise (the error bars are larger) but more accurate (and honest)."],"metadata":{"id":"Ul_uSHlH6eR-"}}]}
\ No newline at end of file
diff --git a/Lectures/Lecture 9 - Gaussian Processes/MultipleDelayedTimeSeries.ipynb b/Lectures/Lecture 9 - Gaussian Processes/MultipleDelayedTimeSeries.ipynb
index f594bd0..e46f110 100644
--- a/Lectures/Lecture 9 - Gaussian Processes/MultipleDelayedTimeSeries.ipynb	
+++ b/Lectures/Lecture 9 - Gaussian Processes/MultipleDelayedTimeSeries.ipynb	
@@ -1 +1 @@
-{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[],"authorship_tag":"ABX9TyO0h/GtXhX7uFz1peZ8u1eW"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"markdown","source":["from: http://shorturl.at/hrstz"],"metadata":{"id":"DuTfSv9mi-pB"}},{"cell_type":"code","execution_count":1,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Jg3pR-YAgdww","executionInfo":{"status":"ok","timestamp":1694075189679,"user_tz":-120,"elapsed":28658,"user":{"displayName":"Stefano Covino","userId":"15959824765269815362"}},"outputId":"e788a06f-1ba5-4e04-9e3e-ce6b27b96967"},"outputs":[{"output_type":"stream","name":"stdout","text":["Requirement already satisfied: george in /usr/local/lib/python3.10/dist-packages (0.4.0)\n","Requirement already satisfied: numpy in /usr/local/lib/python3.10/dist-packages (from george) (1.23.5)\n","Requirement already satisfied: scipy in /usr/local/lib/python3.10/dist-packages (from george) (1.10.1)\n","Requirement already satisfied: emcee in /usr/local/lib/python3.10/dist-packages (3.1.4)\n","Requirement already satisfied: numpy in /usr/local/lib/python3.10/dist-packages (from emcee) (1.23.5)\n","Requirement already satisfied: corner in /usr/local/lib/python3.10/dist-packages (2.2.2)\n","Requirement already satisfied: matplotlib>=2.1 in /usr/local/lib/python3.10/dist-packages (from corner) (3.7.1)\n","Requirement already satisfied: contourpy>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib>=2.1->corner) (1.1.0)\n","Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.10/dist-packages (from matplotlib>=2.1->corner) (0.11.0)\n","Requirement already satisfied: fonttools>=4.22.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib>=2.1->corner) (4.42.1)\n","Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib>=2.1->corner) (1.4.4)\n","Requirement already satisfied: numpy>=1.20 in /usr/local/lib/python3.10/dist-packages (from matplotlib>=2.1->corner) (1.23.5)\n","Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib>=2.1->corner) (23.1)\n","Requirement already satisfied: pillow>=6.2.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib>=2.1->corner) (9.4.0)\n","Requirement already satisfied: pyparsing>=2.3.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib>=2.1->corner) (3.1.1)\n","Requirement already satisfied: python-dateutil>=2.7 in /usr/local/lib/python3.10/dist-packages (from matplotlib>=2.1->corner) (2.8.2)\n","Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.10/dist-packages (from python-dateutil>=2.7->matplotlib>=2.1->corner) (1.16.0)\n"]}],"source":["!pip install george\n","!pip install emcee\n","!pip install corner"]},{"cell_type":"markdown","source":["#Multiple time-series with time-delays\n","\n","Consider a situation where we have several time-series, which we expect to display the same behaviour (up to observational noise), except for a time-delay. We don't know the form of the behaviour, but we want to measure the time-delay between each pair of time-series. Something like this might arise in [AGN reverberation mapping](https://colab.research.google.com/corgiredirector?site=https%3A%2F%2Fen.wikipedia.org%2Fwiki%2FReverberation_mapping), for example.\n","\n","We can do this by modelling the time-series as observations of the same GP, with shifted inputs, and different realisations. We then marginalise over the GP hyper-parameters to obtain posterior distribution over the time shifts."],"metadata":{"id":"u74H0fhjgo9U"}},{"cell_type":"markdown","source":["## Let's start simulating some data"],"metadata":{"id":"t5uiJJFOpReL"}},{"cell_type":"code","source":["import numpy as np\n","import george\n","import matplotlib.pylab as plt\n","from scipy.optimize import minimize\n","import corner"],"metadata":{"id":"9f7t29yxplCW","executionInfo":{"status":"ok","timestamp":1694075191866,"user_tz":-120,"elapsed":2194,"user":{"displayName":"Stefano Covino","userId":"15959824765269815362"}}},"execution_count":2,"outputs":[]},{"cell_type":"code","source":["from matplotlib import rcParams\n","rcParams[\"savefig.dpi\"] = 100\n","rcParams[\"figure.dpi\"] = 100\n","rcParams[\"figure.figsize\"] = 12, 4\n","rcParams[\"font.size\"] = 16\n","rcParams[\"text.usetex\"] = False\n","rcParams[\"font.family\"] = [\"sans-serif\"]\n","rcParams[\"font.sans-serif\"] = [\"cmss10\"]\n","rcParams[\"axes.unicode_minus\"] = False"],"metadata":{"id":"-CATCuqYtQx7","executionInfo":{"status":"ok","timestamp":1694075191868,"user_tz":-120,"elapsed":12,"user":{"displayName":"Stefano Covino","userId":"15959824765269815362"}}},"execution_count":3,"outputs":[]},{"cell_type":"code","source":["N = 50\n","M = 3\n","t2d = np.tile(np.linspace(0,10,N),(M,1))\n","for i in range(M):\n","    t2d[i,:] += np.random.uniform(-5./N,5./N,N)\n","delays_true = [-1.5,3]\n","t_delayed = np.copy(t2d)\n","for i in range(M-1):\n","    t_delayed[i+1,:] = t2d[i,:] + delays_true[i]\n","gp = george.GP(0.5 * george.kernels.Matern52Kernel(3.0))\n","gppar_true = gp.get_parameter_vector()\n","y2d = gp.sample(t_delayed.flatten()).reshape((M,N))\n","y2d += 3* np.exp(-(t_delayed-4.3)**2/2/0.5**2)\n","wn = 0.1\n","y2d += np.random.normal(0,wn,(M,N))\n","for i in range(M):\n","    plt.errorbar(t2d[i,:],y2d[i,:].flatten(),yerr=wn,capsize=0,fmt='.')\n","plt.xlabel('t')\n","plt.ylabel('y');"],"metadata":{"id":"ToZJYdt8qkWT","executionInfo":{"status":"ok","timestamp":1694075192381,"user_tz":-120,"elapsed":523,"user":{"displayName":"Stefano Covino","userId":"15959824765269815362"}},"colab":{"base_uri":"https://localhost:8080/","height":398},"outputId":"73c2554f-5bdb-4c1c-cf46-d7736deca886"},"execution_count":4,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 1200x400 with 1 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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["Because the function goes up an down, you can probably guess that the likelihood surface is going to be multi-modal. So it's important to have a decent initial guess for the time delays.\n","\n","A simple way to do obtain one would be by cross-correlation. However, the time-series are not regularly sampled (because of the small random term we added to each of the time arrays), so we need to interpolate them onto a regular grid first. What better way to do this than with a GP? This will have the added advantage of giving us an initial estimate of the GP hyper-parameters too (we're assuming we don't know them either, though we will assume we know the white noise standard deviation)."],"metadata":{"id":"Ul_uSHlH6eR-"}},{"cell_type":"markdown","source":["## Model each time-series in turn using a Matern 3/2 kernel\n","\n","Then, let's compute the mean of the predictive distribution over a tightly sampled, regular grid of time values."],"metadata":{"id":"D1ZGnz3Jq4sj"}},{"cell_type":"code","source":["k = 1.0 * george.kernels.Matern52Kernel(3.0)\n","gp = george.GP(k)\n","p0 = gp.get_parameter_vector()\n","# 2-D array to hold the best-fit GP HPs for each time-series\n","p1 = np.tile(p0,(3,1))\n","# Regularly sampled time array\n","treg = np.linspace(0,10,100)\n","# 2-D array to hold the interpolated time-series\n","yreg = np.zeros((3,100))\n","\n","def neg_ln_like(p):\n","    gp.set_parameter_vector(p)\n","    return -gp.log_likelihood(zobs)\n","\n","def grad_neg_ln_like(p):\n","    gp.set_parameter_vector(p)\n","    return -gp.grad_log_likelihood(zobs)\n","\n","for i in range(M):\n","    # Compute the gp on the relevant subset of the 2-D time array t2d\n","    gp.compute(t2d[i,:].flatten(),yerr=wn)\n","    # Assign the corresponding y values to the variable zobs\n","    # (this is the one that neg_ln_like uses to condition the GP)\n","    zobs = y2d[i,:].flatten()\n","    # Optimize the likelihood using minimize\n","    result = minimize(neg_ln_like, p0, jac=grad_neg_ln_like)\n","    # Save the best-fit GP HPs in p1\n","    p1[i,:] = result.x\n","    # update the GP parameter vector with the best fit values\n","    gp.set_parameter_vector(result.x)\n","    # evaluate the predictive mean conditioned on zobs at locations treg and save in yreg\n","    yreg[i,:] = gp.predict(zobs,treg,return_var=False,return_cov=False)\n","    # you might want to plot the results to check it worked\n","    plt.plot(t2d[i,:],y2d[i,:],'C{}.'.format(i))\n","    plt.plot(treg,yreg[i,:],'C{}-'.format(i))\n","# And let's print the GP HPs to see if they were sensible.\n","print('True model GP HPs')\n","print(gppar_true)\n","print('Individual GP fits: best-fit HPs')\n","print(p1)\n","gppar_0 = np.mean(p1,axis=0)\n","print('Initial guess GP HPs')\n","print(gppar_0)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":516},"id":"QrXggtzGrEF-","executionInfo":{"status":"ok","timestamp":1694075192902,"user_tz":-120,"elapsed":534,"user":{"displayName":"Stefano Covino","userId":"15959824765269815362"}},"outputId":"866dd64e-0e69-46b3-aa69-82e177430754"},"execution_count":5,"outputs":[{"output_type":"stream","name":"stdout","text":["True model GP HPs\n","[-0.69314718  1.09861229]\n","Individual GP fits: best-fit HPs\n","[[0.48514879 0.41943492]\n"," [0.33333307 0.17228643]\n"," [0.54165929 0.35574578]]\n","Initial guess GP HPs\n","[0.45338038 0.31582238]\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 1200x400 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["## Now cross-correlate the interpolated time-series\n","\n","The easiest way to do this is using the function `xcorr` from `matplotlib.pyplot`. This function returns a tuple of 4 variables, the first two of which are the lags and corresponding cross-correlation values. Find the lag corresponding to the peak of the cross-correlation between each pair of time-series, and use that to make an initial guess as to the time-delays."],"metadata":{"id":"dSix2L1vrhfO"}},{"cell_type":"code","source":["dt = treg[1] - treg[0]\n","# Array to hold estimates of the time-delays\n","delays_0 = np.zeros(M-1)\n","for i in range(M-1):\n","    # use pyplot's xcorr function to cross-correlate yreg[i+1] with yreg[0]\n","    lags, corr, _, _ = plt.xcorr(yreg[0,:],yreg[i+1,:],maxlags=49,usevlines=False,marker='.', color='C{}'.format(i))\n","    # find the lag that maximises the CCF, convert it to time delay, save in delays_0 array\n","    lmax = lags[np.argmax(corr)]\n","    plt.axvline(lmax,color='C{}'.format(i))\n","    delays_0[i] = dt * lmax\n","plt.xlabel('lag')\n","plt.ylabel('x-correlation');\n","# Compare estimated to true delays\n","print('True delays')\n","print(delays_true)\n","print('Initial guess delays from cross-correlation')\n","print(delays_0)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":467},"id":"Bd99WFGGruqt","executionInfo":{"status":"ok","timestamp":1694075193395,"user_tz":-120,"elapsed":503,"user":{"displayName":"Stefano Covino","userId":"15959824765269815362"}},"outputId":"0bee542e-da17-40e5-ca11-3e4e875fde88"},"execution_count":6,"outputs":[{"output_type":"stream","name":"stdout","text":["True delays\n","[-1.5, 3]\n","Initial guess delays from cross-correlation\n","[-1.51515152  3.03030303]\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 1200x400 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["## Let's model the three time-series using a single GP, with time-delays\n","\n","We now define a function `nll` to evaluate the negative log likelihood of the model, whose parameter array contains both the time delays, and the hyper-parameters of the GP, and use `minimize` to find the parameters that maximize the likelihood. You will probably find it useful to first define a function `apply_delays`, which will take the delays and the time array `t` as inputs, and return an $M \\times N$ array of delayed times. It would also be useful for this function to warn us if the time-delays are such that one of the time-series no longer overlaps with the others at all, for example by returning a boolean variable that is true if all is well, but false if not."],"metadata":{"id":"rcgzt8I2r1yI"}},{"cell_type":"code","source":["def apply_delays(delays,t2d):\n","    t_delayed = np.copy(t2d)\n","    for i, delay in enumerate(delays):\n","        t_delayed[i+1,:] += delay\n","    ok = True\n","    M = len(delays) + 1\n","    for i in range(M):\n","        tc = t_delayed[i,:]\n","        to = t_delayed[np.arange(M)!=i,:]\n","        if (tc.min() > to.max()) + (tc.max() < to.min()):\n","            ok = False\n","    return t_delayed, ok"],"metadata":{"id":"d48CmIA6sLHU","executionInfo":{"status":"ok","timestamp":1694075193399,"user_tz":-120,"elapsed":26,"user":{"displayName":"Stefano Covino","userId":"15959824765269815362"}}},"execution_count":7,"outputs":[]},{"cell_type":"code","source":["def neg_ln_like_delays(p):\n","    delays = p[:-2]\n","#    delays = p\n","    t_delayed, ok = apply_delays(delays,t2d)\n","    if not ok:\n","        return 1e25\n","    gp.set_parameter_vector(p[-2:])\n","    try:\n","      gp.compute(t_delayed.flatten(), yerr=wn)\n","      return -gp.log_likelihood(y2d.flatten())\n","    except:\n","      return 1e25"],"metadata":{"id":"Tz-fNHjNsPix","executionInfo":{"status":"ok","timestamp":1694075193402,"user_tz":-120,"elapsed":28,"user":{"displayName":"Stefano Covino","userId":"15959824765269815362"}}},"execution_count":8,"outputs":[]},{"cell_type":"code","source":["ptrue = np.concatenate([delays_true,gppar_true])\n","#ptrue = delays_true\n","p0 = np.concatenate([delays_0,gppar_0])\n","#p0 = delays_0\n","print('Initial guesses')\n","print(p0)\n","result = minimize(neg_ln_like_delays, p0)\n","p1 = np.array(result.x)\n","print('ML parameters')\n","print(p1)\n","print('True parameters')\n","print(ptrue)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"8IRWOYtNsSTn","executionInfo":{"status":"ok","timestamp":1694075193708,"user_tz":-120,"elapsed":332,"user":{"displayName":"Stefano Covino","userId":"15959824765269815362"}},"outputId":"e462615a-1277-463b-e483-ed382b5cd018"},"execution_count":9,"outputs":[{"output_type":"stream","name":"stdout","text":["Initial guesses\n","[-1.51515152  3.03030303  0.45338038  0.31582238]\n","ML parameters\n","[-1.51139569  3.00690051  0.27562307  0.49221994]\n","True parameters\n","[-1.5         3.         -0.69314718  1.09861229]\n"]}]},{"cell_type":"markdown","source":["Now write a function `lnprob` to return the log posterior (it's fine to omit the priors, i.e. to use improper, open-ended uniform priors), then use `emcee` to explore the posterior. Plot the corner plot, labelled with the credible intervals of your choice."],"metadata":{"id":"tyHRf3jssbVj"}},{"cell_type":"code","source":["def lnprob(p):\n","#    trange = t2d.max()-t2d.min()\n","#    if(abs(p[:-2])>trange).any():\n","#        return -np.inf\n","#    if(abs(p[-2:])>5).any():\n","#        return -np.inf\n","    return -neg_ln_like_delays(p)"],"metadata":{"id":"KrIyZHBJshx5","executionInfo":{"status":"ok","timestamp":1694075193709,"user_tz":-120,"elapsed":8,"user":{"displayName":"Stefano Covino","userId":"15959824765269815362"}}},"execution_count":10,"outputs":[]},{"cell_type":"code","source":["# run MCMC\n","import emcee\n","nwalkers, ndim = 32, len(p1)\n","nsteps, nburn = 550, 50\n","sampler = emcee.EnsembleSampler(nwalkers, ndim, lnprob)\n","pos = p1 + 1e-4 * np.random.randn(nwalkers, ndim)\n","sampler.run_mcmc(pos, nsteps, progress=True);"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"o-p1haJTsmIB","executionInfo":{"status":"ok","timestamp":1694075245030,"user_tz":-120,"elapsed":51328,"user":{"displayName":"Stefano Covino","userId":"15959824765269815362"}},"outputId":"585c372b-2397-438b-ae64-7943601ce889"},"execution_count":11,"outputs":[{"output_type":"stream","name":"stderr","text":["100%|██████████| 550/550 [00:51<00:00, 10.73it/s]\n"]}]},{"cell_type":"code","source":["# always a good idea to check how the walkers behave\n","fig, axes = plt.subplots(ndim+1, figsize=(10, 10), sharex=True)\n","lnp = sampler.get_log_prob()\n","ax = axes[0]\n","ax.plot(lnp, \"-\", alpha=0.3)\n","ax.set_ylabel(\"$\\ln P$\")\n","ax.axvline(nburn)\n","samples = sampler.get_chain()\n","labels = [\"$t_{12}$\",\"$t_{13}$\",\"$\\ln A^2$\",\"$\\ln(2 l^2)$\"]\n","#labels = [\"$t_{12}$\",\"$t_{13}$\"]\n","for i in range(ndim):\n","    ax = axes[i+1]\n","    ax.plot(samples[:, :, i], \"-\", alpha=0.3)\n","    ax.set_xlim(0, len(samples))\n","    ax.set_ylabel(labels[i])\n","    ax.axvline(nburn)\n","axes[-1].set_xlabel(\"step number\");\n"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":867},"id":"SMoAwYpyssgi","executionInfo":{"status":"ok","timestamp":1694075247421,"user_tz":-120,"elapsed":2395,"user":{"displayName":"Stefano Covino","userId":"15959824765269815362"}},"outputId":"b5b4b9a2-2da6-4284-db85-fc1448f41c3e"},"execution_count":12,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x1000 with 5 Axes>"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":["samples = sampler.get_chain(discard=nburn, flat=True)\n","fig = corner.corner(samples,labels=labels,quantiles=[0.16,0.5,.84],show_titles=True,truths=ptrue);"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":991},"id":"jDCiOs4BszXo","executionInfo":{"status":"ok","timestamp":1694075249321,"user_tz":-120,"elapsed":1908,"user":{"displayName":"Stefano Covino","userId":"15959824765269815362"}},"outputId":"1bf84851-de33-40c3-ba45-25bc0c1c0ec8"},"execution_count":13,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 970x970 with 16 Axes>"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["We can see that the uncertainties on the delays are smaller than the errors. This is to do with the limited time-sampling of the observations."],"metadata":{"id":"pD6EFmSEtmHb"}}]}
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+{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[],"authorship_tag":"ABX9TyM+Q/H0vrnBjDC/HCFh9CYL"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"markdown","source":["from: http://shorturl.at/hrstz"],"metadata":{"id":"DuTfSv9mi-pB"}},{"cell_type":"code","execution_count":1,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Jg3pR-YAgdww","executionInfo":{"status":"ok","timestamp":1715939551449,"user_tz":-120,"elapsed":36127,"user":{"displayName":"Stefano Covino","userId":"15959824765269815362"}},"outputId":"56e6af44-99ea-4e4e-81b0-945fc164aa40"},"outputs":[{"output_type":"stream","name":"stdout","text":["Collecting george\n","  Downloading george-0.4.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (378 kB)\n","\u001b[?25l     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m0.0/378.9 kB\u001b[0m \u001b[31m?\u001b[0m eta \u001b[36m-:--:--\u001b[0m\r\u001b[2K     \u001b[91m━━━━━\u001b[0m\u001b[90m╺\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m51.2/378.9 kB\u001b[0m \u001b[31m1.6 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m\r\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m \u001b[32m378.9/378.9 kB\u001b[0m \u001b[31m5.6 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m\r\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m378.9/378.9 kB\u001b[0m \u001b[31m4.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[?25hRequirement already satisfied: numpy in /usr/local/lib/python3.10/dist-packages (from george) (1.25.2)\n","Requirement already satisfied: scipy in /usr/local/lib/python3.10/dist-packages (from george) (1.11.4)\n","Installing collected packages: george\n","Successfully installed george-0.4.1\n","Collecting emcee\n","  Downloading emcee-3.1.6-py2.py3-none-any.whl (47 kB)\n","\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m47.4/47.4 kB\u001b[0m \u001b[31m2.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[?25hRequirement already satisfied: numpy in /usr/local/lib/python3.10/dist-packages (from emcee) (1.25.2)\n","Installing collected packages: emcee\n","Successfully installed emcee-3.1.6\n","Collecting corner\n","  Downloading corner-2.2.2-py3-none-any.whl (15 kB)\n","Requirement already satisfied: matplotlib>=2.1 in /usr/local/lib/python3.10/dist-packages (from corner) (3.7.1)\n","Requirement already satisfied: contourpy>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib>=2.1->corner) (1.2.1)\n","Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.10/dist-packages (from matplotlib>=2.1->corner) (0.12.1)\n","Requirement already satisfied: fonttools>=4.22.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib>=2.1->corner) (4.51.0)\n","Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib>=2.1->corner) (1.4.5)\n","Requirement already satisfied: numpy>=1.20 in /usr/local/lib/python3.10/dist-packages (from matplotlib>=2.1->corner) (1.25.2)\n","Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib>=2.1->corner) (24.0)\n","Requirement already satisfied: pillow>=6.2.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib>=2.1->corner) (9.4.0)\n","Requirement already satisfied: pyparsing>=2.3.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib>=2.1->corner) (3.1.2)\n","Requirement already satisfied: python-dateutil>=2.7 in /usr/local/lib/python3.10/dist-packages (from matplotlib>=2.1->corner) (2.8.2)\n","Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.10/dist-packages (from python-dateutil>=2.7->matplotlib>=2.1->corner) (1.16.0)\n","Installing collected packages: corner\n","Successfully installed corner-2.2.2\n"]}],"source":["!pip install george\n","!pip install emcee\n","!pip install corner"]},{"cell_type":"markdown","source":["#Multiple time-series with time-delays\n","\n","Consider a situation where we have several time-series, which we expect to display the same behaviour (up to observational noise), except for a time-delay. We don't know the form of the behaviour, but we want to measure the time-delay between each pair of time-series. Something like this might arise in [AGN reverberation mapping](https://colab.research.google.com/corgiredirector?site=https%3A%2F%2Fen.wikipedia.org%2Fwiki%2FReverberation_mapping), for example.\n","\n","We can do this by modelling the time-series as observations of the same GP, with shifted inputs, and different realisations. We then marginalise over the GP hyper-parameters to obtain posterior distribution over the time shifts."],"metadata":{"id":"u74H0fhjgo9U"}},{"cell_type":"markdown","source":["## Let's start simulating some data"],"metadata":{"id":"t5uiJJFOpReL"}},{"cell_type":"code","source":["import numpy as np\n","import george\n","import matplotlib.pylab as plt\n","from scipy.optimize import minimize\n","import corner"],"metadata":{"id":"9f7t29yxplCW","executionInfo":{"status":"ok","timestamp":1715939569860,"user_tz":-120,"elapsed":7291,"user":{"displayName":"Stefano Covino","userId":"15959824765269815362"}}},"execution_count":2,"outputs":[]},{"cell_type":"code","source":["from matplotlib import rcParams\n","rcParams[\"savefig.dpi\"] = 100\n","rcParams[\"figure.dpi\"] = 100\n","rcParams[\"figure.figsize\"] = 12, 4\n","rcParams[\"font.size\"] = 16\n","rcParams[\"text.usetex\"] = False\n","rcParams[\"font.family\"] = [\"sans-serif\"]\n","rcParams[\"font.sans-serif\"] = [\"cmss10\"]\n","rcParams[\"axes.unicode_minus\"] = False"],"metadata":{"id":"-CATCuqYtQx7","executionInfo":{"status":"ok","timestamp":1715939569860,"user_tz":-120,"elapsed":3,"user":{"displayName":"Stefano Covino","userId":"15959824765269815362"}}},"execution_count":3,"outputs":[]},{"cell_type":"code","source":["N = 50\n","M = 3\n","t2d = np.tile(np.linspace(0,10,N),(M,1))\n","for i in range(M):\n","    t2d[i,:] += np.random.uniform(-5./N,5./N,N)\n","delays_true = [-1.5,3]\n","t_delayed = np.copy(t2d)\n","for i in range(M-1):\n","    t_delayed[i+1,:] = t2d[i,:] + delays_true[i]\n","gp = george.GP(0.5 * george.kernels.Matern52Kernel(3.0))\n","gppar_true = gp.get_parameter_vector()\n","y2d = gp.sample(t_delayed.flatten()).reshape((M,N))\n","y2d += 3* np.exp(-(t_delayed-4.3)**2/2/0.5**2)\n","wn = 0.1\n","y2d += np.random.normal(0,wn,(M,N))\n","for i in range(M):\n","    plt.errorbar(t2d[i,:],y2d[i,:].flatten(),yerr=wn,capsize=0,fmt='.')\n","plt.xlabel('t')\n","plt.ylabel('y');"],"metadata":{"id":"ToZJYdt8qkWT","executionInfo":{"status":"ok","timestamp":1715939571112,"user_tz":-120,"elapsed":1254,"user":{"displayName":"Stefano Covino","userId":"15959824765269815362"}},"colab":{"base_uri":"https://localhost:8080/","height":365},"outputId":"1ab31ec9-de60-489b-89a5-c7c7a2443dd4"},"execution_count":4,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 1200x400 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["Because the function goes up an down, you can probably guess that the likelihood surface is going to be multi-modal. So it's important to have a decent initial guess for the time delays.\n","\n","A simple way to do obtain one would be by cross-correlation. However, the time-series are not regularly sampled (because of the small random term we added to each of the time arrays), so we need to interpolate them onto a regular grid first. What better way to do this than with a GP? This will have the added advantage of giving us an initial estimate of the GP hyper-parameters too (we're assuming we don't know them either, though we will assume we know the white noise standard deviation)."],"metadata":{"id":"Ul_uSHlH6eR-"}},{"cell_type":"markdown","source":["## Model each time-series in turn using a Matern 5/2 kernel\n","\n","Then, let's compute the mean of the predictive distribution over a tightly sampled, regular grid of time values."],"metadata":{"id":"D1ZGnz3Jq4sj"}},{"cell_type":"code","source":["k = 1.0 * george.kernels.Matern52Kernel(3.0)\n","gp = george.GP(k)\n","p0 = gp.get_parameter_vector()\n","# 2-D array to hold the best-fit GP HPs for each time-series\n","p1 = np.tile(p0,(3,1))\n","# Regularly sampled time array\n","treg = np.linspace(0,10,100)\n","# 2-D array to hold the interpolated time-series\n","yreg = np.zeros((3,100))\n","\n","def neg_ln_like(p):\n","    gp.set_parameter_vector(p)\n","    return -gp.log_likelihood(zobs)\n","\n","def grad_neg_ln_like(p):\n","    gp.set_parameter_vector(p)\n","    return -gp.grad_log_likelihood(zobs)\n","\n","for i in range(M):\n","    # Compute the gp on the relevant subset of the 2-D time array t2d\n","    gp.compute(t2d[i,:].flatten(),yerr=wn)\n","    # Assign the corresponding y values to the variable zobs\n","    # (this is the one that neg_ln_like uses to condition the GP)\n","    zobs = y2d[i,:].flatten()\n","    # Optimize the likelihood using minimize\n","    result = minimize(neg_ln_like, p0, jac=grad_neg_ln_like)\n","    # Save the best-fit GP HPs in p1\n","    p1[i,:] = result.x\n","    # update the GP parameter vector with the best fit values\n","    gp.set_parameter_vector(result.x)\n","    # evaluate the predictive mean conditioned on zobs at locations treg and save in yreg\n","    yreg[i,:] = gp.predict(zobs,treg,return_var=False,return_cov=False)\n","    # you might want to plot the results to check it worked\n","    plt.plot(t2d[i,:],y2d[i,:],'C{}.'.format(i))\n","    plt.plot(treg,yreg[i,:],'C{}-'.format(i))\n","# And let's print the GP HPs to see if they were sensible.\n","print('True model GP HPs')\n","print(gppar_true)\n","print('Individual GP fits: best-fit HPs')\n","print(p1)\n","gppar_0 = np.mean(p1,axis=0)\n","print('Initial guess GP HPs')\n","print(gppar_0)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":489},"id":"QrXggtzGrEF-","executionInfo":{"status":"ok","timestamp":1715939726765,"user_tz":-120,"elapsed":1583,"user":{"displayName":"Stefano Covino","userId":"15959824765269815362"}},"outputId":"a8e50a08-4984-446a-b29a-c34260eb00f5"},"execution_count":5,"outputs":[{"output_type":"stream","name":"stdout","text":["True model GP HPs\n","[-0.69314718  1.09861229]\n","Individual GP fits: best-fit HPs\n","[[ 0.42620564  0.34147903]\n"," [ 0.36332945  0.1018882 ]\n"," [ 0.25448781 -0.41759765]]\n","Initial guess GP HPs\n","[0.34800763 0.00858986]\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 1200x400 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["## Now cross-correlate the interpolated time-series\n","\n","The easiest way to do this is using the function `xcorr` from `matplotlib.pyplot`. This function returns a tuple of 4 variables, the first two of which are the lags and corresponding cross-correlation values. Find the lag corresponding to the peak of the cross-correlation between each pair of time-series, and use that to make an initial guess as to the time-delays."],"metadata":{"id":"dSix2L1vrhfO"}},{"cell_type":"code","source":["dt = treg[1] - treg[0]\n","# Array to hold estimates of the time-delays\n","delays_0 = np.zeros(M-1)\n","for i in range(M-1):\n","    # use pyplot's xcorr function to cross-correlate yreg[i+1] with yreg[0]\n","    lags, corr, _, _ = plt.xcorr(yreg[0,:],yreg[i+1,:],maxlags=49,usevlines=False,marker='.', color='C{}'.format(i))\n","    # find the lag that maximises the CCF, convert it to time delay, save in delays_0 array\n","    lmax = lags[np.argmax(corr)]\n","    plt.axvline(lmax,color='C{}'.format(i))\n","    delays_0[i] = dt * lmax\n","plt.xlabel('lag')\n","plt.ylabel('x-correlation');\n","# Compare estimated to true delays\n","print('True delays')\n","print(delays_true)\n","print('Initial guess delays from cross-correlation')\n","print(delays_0)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":429},"id":"Bd99WFGGruqt","executionInfo":{"status":"ok","timestamp":1715939906228,"user_tz":-120,"elapsed":318,"user":{"displayName":"Stefano Covino","userId":"15959824765269815362"}},"outputId":"5aa5bc9a-5dea-43b1-8873-12e27ebed673"},"execution_count":6,"outputs":[{"output_type":"stream","name":"stdout","text":["True delays\n","[-1.5, 3]\n","Initial guess delays from cross-correlation\n","[-1.41414141  2.82828283]\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 1200x400 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["## Let's model the three time-series using a single GP, with time-delays\n","\n","We now define a function `nll` to evaluate the negative log likelihood of the model, whose parameter array contains both the time delays, and the hyper-parameters of the GP, and use `minimize` to find the parameters that maximize the likelihood. You will probably find it useful to first define a function `apply_delays`, which will take the delays and the time array `t` as inputs, and return an $M \\times N$ array of delayed times. It would also be useful for this function to warn us if the time-delays are such that one of the time-series no longer overlaps with the others at all, for example by returning a boolean variable that is true if all is well, but false if not."],"metadata":{"id":"rcgzt8I2r1yI"}},{"cell_type":"code","source":["def apply_delays(delays,t2d):\n","    t_delayed = np.copy(t2d)\n","    for i, delay in enumerate(delays):\n","        t_delayed[i+1,:] += delay\n","    ok = True\n","    M = len(delays) + 1\n","    for i in range(M):\n","        tc = t_delayed[i,:]\n","        to = t_delayed[np.arange(M)!=i,:]\n","        if (tc.min() > to.max()) + (tc.max() < to.min()):\n","            ok = False\n","    return t_delayed, ok"],"metadata":{"id":"d48CmIA6sLHU","executionInfo":{"status":"ok","timestamp":1715940004749,"user_tz":-120,"elapsed":236,"user":{"displayName":"Stefano Covino","userId":"15959824765269815362"}}},"execution_count":7,"outputs":[]},{"cell_type":"code","source":["def neg_ln_like_delays(p):\n","    delays = p[:-2]\n","#    delays = p\n","    t_delayed, ok = apply_delays(delays,t2d)\n","    if not ok:\n","        return 1e25\n","    gp.set_parameter_vector(p[-2:])\n","    try:\n","      gp.compute(t_delayed.flatten(), yerr=wn)\n","      return -gp.log_likelihood(y2d.flatten())\n","    except:\n","      return 1e25"],"metadata":{"id":"Tz-fNHjNsPix","executionInfo":{"status":"ok","timestamp":1715940064149,"user_tz":-120,"elapsed":232,"user":{"displayName":"Stefano Covino","userId":"15959824765269815362"}}},"execution_count":8,"outputs":[]},{"cell_type":"code","source":["ptrue = np.concatenate([delays_true,gppar_true])\n","#ptrue = delays_true\n","p0 = np.concatenate([delays_0,gppar_0])\n","#p0 = delays_0\n","print('Initial guesses')\n","print(p0)\n","result = minimize(neg_ln_like_delays, p0)\n","p1 = np.array(result.x)\n","print('ML parameters')\n","print(p1)\n","print('True parameters')\n","print(ptrue)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"8IRWOYtNsSTn","executionInfo":{"status":"ok","timestamp":1715940068167,"user_tz":-120,"elapsed":591,"user":{"displayName":"Stefano Covino","userId":"15959824765269815362"}},"outputId":"8d8ab0ba-46ed-4265-9bef-511c95cb29da"},"execution_count":9,"outputs":[{"output_type":"stream","name":"stdout","text":["Initial guesses\n","[-1.41414141  2.82828283  0.34800763  0.00858986]\n","ML parameters\n","[-1.45373656  2.92047664  0.22834583  0.34754063]\n","True parameters\n","[-1.5         3.         -0.69314718  1.09861229]\n"]}]},{"cell_type":"markdown","source":["Now write a function `lnprob` to return the log posterior (it's fine to omit the priors, i.e. to use improper, open-ended uniform priors), then use `emcee` to explore the posterior. Plot the corner plot, labelled with the credible intervals of your choice."],"metadata":{"id":"tyHRf3jssbVj"}},{"cell_type":"code","source":["def lnprob(p):\n","#    trange = t2d.max()-t2d.min()\n","#    if(abs(p[:-2])>trange).any():\n","#        return -np.inf\n","#    if(abs(p[-2:])>5).any():\n","#        return -np.inf\n","    return -neg_ln_like_delays(p)"],"metadata":{"id":"KrIyZHBJshx5","executionInfo":{"status":"ok","timestamp":1715940073407,"user_tz":-120,"elapsed":230,"user":{"displayName":"Stefano Covino","userId":"15959824765269815362"}}},"execution_count":10,"outputs":[]},{"cell_type":"code","source":["# run MCMC\n","import emcee\n","nwalkers, ndim = 32, len(p1)\n","nsteps, nburn = 550, 50\n","sampler = emcee.EnsembleSampler(nwalkers, ndim, lnprob)\n","pos = p1 + 1e-4 * np.random.randn(nwalkers, ndim)\n","sampler.run_mcmc(pos, nsteps, progress=True);"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"o-p1haJTsmIB","executionInfo":{"status":"ok","timestamp":1715940108134,"user_tz":-120,"elapsed":31245,"user":{"displayName":"Stefano Covino","userId":"15959824765269815362"}},"outputId":"61835a0e-b44a-4ce3-eae4-805daa420f77"},"execution_count":11,"outputs":[{"output_type":"stream","name":"stderr","text":["100%|██████████| 550/550 [00:30<00:00, 17.82it/s]\n"]}]},{"cell_type":"code","source":["# always a good idea to check how the walkers behave\n","fig, axes = plt.subplots(ndim+1, figsize=(10, 10), sharex=True)\n","lnp = sampler.get_log_prob()\n","ax = axes[0]\n","ax.plot(lnp, \"-\", alpha=0.3)\n","ax.set_ylabel(\"$\\ln P$\")\n","ax.axvline(nburn)\n","samples = sampler.get_chain()\n","labels = [\"$t_{12}$\",\"$t_{13}$\",\"$\\ln A^2$\",\"$\\ln(2 l^2)$\"]\n","#labels = [\"$t_{12}$\",\"$t_{13}$\"]\n","for i in range(ndim):\n","    ax = axes[i+1]\n","    ax.plot(samples[:, :, i], \"-\", alpha=0.3)\n","    ax.set_xlim(0, len(samples))\n","    ax.set_ylabel(labels[i])\n","    ax.axvline(nburn)\n","axes[-1].set_xlabel(\"step number\");\n"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":860},"id":"SMoAwYpyssgi","executionInfo":{"status":"ok","timestamp":1715940118080,"user_tz":-120,"elapsed":2171,"user":{"displayName":"Stefano Covino","userId":"15959824765269815362"}},"outputId":"18e4de35-615d-466f-f60d-7ec1a06df29e"},"execution_count":12,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x1000 with 5 Axes>"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":["samples = sampler.get_chain(discard=nburn, flat=True)\n","fig = corner.corner(samples,labels=labels,quantiles=[0.16,0.5,.84],show_titles=True,truths=ptrue);"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":950},"id":"jDCiOs4BszXo","executionInfo":{"status":"ok","timestamp":1715940217536,"user_tz":-120,"elapsed":2487,"user":{"displayName":"Stefano Covino","userId":"15959824765269815362"}},"outputId":"2c4400da-e5a9-4952-b7bf-7c52c48ffc33"},"execution_count":13,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 970x970 with 16 Axes>"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["We can see that the uncertainties on the delays are smaller than the errors. This is to do with the limited time-sampling of the observations."],"metadata":{"id":"pD6EFmSEtmHb"}}]}
\ No newline at end of file
diff --git a/Lectures/Lecture 9 - Gaussian Processes/SamplingwithaGP.ipynb b/Lectures/Lecture 9 - Gaussian Processes/SamplingwithaGP.ipynb
index de1beb1..6fc74b5 100644
--- a/Lectures/Lecture 9 - Gaussian Processes/SamplingwithaGP.ipynb	
+++ b/Lectures/Lecture 9 - Gaussian Processes/SamplingwithaGP.ipynb	
@@ -1 +1 @@
-{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[],"authorship_tag":"ABX9TyOHcuuk43O7ELLRFlEMSQYe"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"markdown","source":["From: https://www.dominodatalab.com/blog/fitting-gaussian-process-models-python"],"metadata":{"id":"sDe-O6oRxdGa"}},{"cell_type":"markdown","source":["A common applied statistics task involves building regression models to characterize non-linear relationships between variables. It is possible to fit such models by assuming a particular non-linear functional form, such as a sinusoidal, exponential, or polynomial function, to describe one variable's response to the variation in another. Unless this relationship is obvious from the outset, however, it involves possibly extensive model selection procedures to ensure the most appropriate model is retained. Alternatively, a non-parametric approach can be adopted by defining a set of knots across the variable space and use a spline or kernel regression to describe arbitrary non-linear relationships. However, knot layout procedures are somewhat ad hoc and can also involve variable selection. A third alternative is to adopt a Bayesian non-parametric strategy, and directly model the unknown underlying function. For this, we can employ Gaussian process models.\n","\n","Describing a Bayesian procedure as \"non-parametric\" is something of a misnomer. The first step in setting up a Bayesian model is specifying a full probability model for the problem at hand, assigning probability densities to each model variable. Thus, it is difficult to specify a full probability model without the use of probability functions, which are parametric! In fact, Bayesian non-parametric methods do not imply that there are no parameters, but rather that the number of parameters grows with the size of the dataset. Rather, Bayesian non-parametric models are infinitely parametric."],"metadata":{"id":"kahKCJ-vxmmY"}},{"cell_type":"markdown","source":["# Building models with Gaussians\n","\n","What if we chose to use Gaussian distributions to model our data?\n","\n","$$p(x \\mid \\pi, \\Sigma) = (2\\pi)^{-k/2}|\\Sigma|^{-1/2} \\exp\\left\\{ -\\frac{1}{2} (x-\\mu)^{\\prime}\\Sigma^{-1}(x-\\mu) \\right\\}$$\n","\n","There would not seem to be any gain in doing this, because normal distributions are not particularly flexible distributions in and of themselves. However, adopting a set of Gaussians (a multivariate normal vector) confers a number of advantages. First, the marginal distribution of any subset of elements from a multivariate normal distribution is also normal:\n","\n","$$p(x,y) = N\\left(\\left[{\n","\\begin{array}{c}\n","{\\mu_x} \\\\\n","{\\mu_y} \\\\\n","\\end{array}\n","}\\right], \\left[{\n","\\begin{array}{cc}\n","{\\Sigma_x} & {\\Sigma_{xy}} \\\\\\\\\n","{\\Sigma_{xy}^T} & {\\Sigma_y}\n","\\end{array}\n","}\\right]\\right)$$\n","\n","$$p(x) = \\int p(x,y) dy = N(\\mu_x, \\Sigma_x)$$\n","\n","Also, conditional distributions of a subset of the elements of a multivariate normal distribution (conditional on the remaining elements) are normal too:\n","\n","$$p(x|y) = N(\\mu_x + \\Sigma_{xy}\\Sigma_y^{-1}(y-\\mu_y),\n","\\Sigma_x-\\Sigma{xy}\\Sigma_y^{-1}\\Sigma{xy}^T)$$\n","\n","A Gaussian process generalizes the multivariate normal to infinite dimension. It is defined as an infinite collection of random variables, with any marginal subset having a Gaussian distribution. Thus, the marginalization property is explicit in its definition. Another way of thinking about an infinite vector is as a function. When we write a function that takes continuous values as inputs, we are essentially implying an infinite vector that only returns values (indexed by the inputs) when the function is called upon to do so. By the same token, this notion of an infinite-dimensional Gaussian represented as a function allows us to work with them computationally: we are never required to store all the elements of the Gaussian process, only to calculate them on demand.\n","\n","So, we can describe a Gaussian process as a **distribution over functions**. Just as a multivariate normal distribution is completely specified by a mean vector and covariance matrix, a GP is fully specified by a mean function and a covariance function:\n","\n","$$p(x) \\sim GP(m(x),k(x,x'))$$\n","\n","It is the marginalization property that makes working with a Gaussian process feasible: we can marginalize over the infinitely-many variables that we are not interested in, or have not observed.\n","\n","For example, one specification of a GP might be:\n","\n","$$m(x) = 0$$\n","$$k(x,x') = \\theta_1 exp(-\\frac{\\theta_2}{2}(x-x')^2)$$\n","\n","Here, the covariance function is a **squared exponential**, for which values of $x$ and $x'$ that are close together result in values of $k$ closer to one, while those that are far apart return values closer to zero. \n","\n","For a finite number of points, the GP becomes a multivariate normal, with the mean and covariance as the mean function and covariance function, respectively, evaluated at those points."],"metadata":{"id":"jQvx2Srcx5pQ"}},{"cell_type":"markdown","source":["## Sampling from a Gaussian Process\n","\n","To make this notion of a \"distribution over functions\" more concrete, let's quickly demonstrate how we obtain realizations from a Gaussian process, which results in an evaluation of a function over a set of points. All we will do here is a sample from the prior Gaussian process, so before any data have been introduced. What we need first is our covariance function, which will be the squared exponential, and a function to evaluate the covariance at given points (resulting in a covariance matrix)."],"metadata":{"id":"a2jUej-13gAc"}},{"cell_type":"code","execution_count":22,"metadata":{"id":"tDuua-nnxcV5","executionInfo":{"status":"ok","timestamp":1684414160469,"user_tz":-120,"elapsed":949,"user":{"displayName":"Stefano Covino","userId":"15959824765269815362"}}},"outputs":[],"source":["import numpy as np\n","def exponential_cov(x, y, params):\n","    return params[0] * np.exp( -0.5 * params[1] * np.subtract.outer(x, y)**2)"]},{"cell_type":"markdown","source":["We are going generate realizations sequentially, point by point, using the lovely conditioning property of mutlivariate Gaussian distributions. Here is that conditional:\n","\n","$$p(x|y) = N(\\mu_x + \\Sigma_{xy}\\Sigma_y^{-1}(y-\\mu_y),\n","\\Sigma_x-\\Sigma{xy}\\Sigma_y^{-1}\\Sigma{xy}^T)$$\n","\n","And this the function that implements it:"],"metadata":{"id":"_jTGPuHj3vG4"}},{"cell_type":"code","source":["def conditional(x_new, x, y, params):\n","    B = exponential_cov(x_new, x, params)\n","    C = exponential_cov(x, x, params)\n","    A = exponential_cov(x_new, x_new, params)\n","    mu = np.linalg.inv(C).dot(B.T).T.dot(y)\n","    sigma = A - B.dot(np.linalg.inv(C).dot(B.T))\n","    return(mu.squeeze(), sigma.squeeze())"],"metadata":{"id":"INwFy_CG34W_","executionInfo":{"status":"ok","timestamp":1684414161772,"user_tz":-120,"elapsed":216,"user":{"displayName":"Stefano Covino","userId":"15959824765269815362"}}},"execution_count":23,"outputs":[]},{"cell_type":"markdown","source":["We will start with a Gaussian process prior with hyperparameters $σ_0=1$, $σ_1=10$. We will also assume a zero function as the mean, so we can plot a band that represents one standard deviation from the mean."],"metadata":{"id":"v6wwv-02367p"}},{"cell_type":"code","source":["import matplotlib.pylab as plt\n","θ = [1, 10]\n","σ_0 = exponential_cov(0, 0, θ)\n","xpts = np.arange(-3, 3, step=0.01)\n","plt.errorbar(xpts, np.zeros(len(xpts)), yerr=σ_0, capsize=0);"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":430},"id":"6NwA8cHO4E9O","executionInfo":{"status":"ok","timestamp":1684414164339,"user_tz":-120,"elapsed":600,"user":{"displayName":"Stefano Covino","userId":"15959824765269815362"}},"outputId":"6cf4aa3c-5968-4cff-a1df-f3725929b8e8"},"execution_count":24,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["Let's select an arbitrary starting point to sample, say $x=1$. Since there are no previous points, we can sample from an unconditional Gaussian:"],"metadata":{"id":"noG2x2IS4kbo"}},{"cell_type":"code","source":["x = [1.]\n","y = [np.random.normal(scale=σ_0)]\n","print(y)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"gfgZO1S94r0T","executionInfo":{"status":"ok","timestamp":1684414165523,"user_tz":-120,"elapsed":2,"user":{"displayName":"Stefano Covino","userId":"15959824765269815362"}},"outputId":"c3e7be02-a897-44c7-e8ab-a91441b906a0"},"execution_count":25,"outputs":[{"output_type":"stream","name":"stdout","text":["[-1.7188201626024715]\n"]}]},{"cell_type":"markdown","source":["We can now update our confidence band, given the point that we just sampled, using the covariance function to generate new point-wise intervals, conditional on the value $[x_0, y_0]$."],"metadata":{"id":"KLh8FIJ-4veK"}},{"cell_type":"code","source":["σ_1 = exponential_cov(x, x, θ)"],"metadata":{"id":"Cf9TqORB5Ntk","executionInfo":{"status":"ok","timestamp":1684414167827,"user_tz":-120,"elapsed":231,"user":{"displayName":"Stefano Covino","userId":"15959824765269815362"}}},"execution_count":26,"outputs":[]},{"cell_type":"code","source":["def predict(x, data, kernel, params, sigma, t):\n","    k = [kernel(x, y, params) for y in data]\n","    Sinv = np.linalg.inv(sigma)\n","    y_pred = np.dot(k, Sinv).dot(t)\n","    sigma_new = kernel(x, x, params) - np.dot(k, Sinv).dot(k)\n","    return y_pred, sigma_new\n","\n","x_pred = np.linspace(-3, 3, 1000)\n","predictions = [predict(i, x, exponential_cov, θ, σ_1, y) for i in x_pred]"],"metadata":{"id":"heBMJDLZ4_iz","executionInfo":{"status":"ok","timestamp":1684414169089,"user_tz":-120,"elapsed":2,"user":{"displayName":"Stefano Covino","userId":"15959824765269815362"}}},"execution_count":27,"outputs":[]},{"cell_type":"code","source":["y_pred, sigmas = np.transpose(predictions)\n","plt.errorbar(x_pred, y_pred, yerr=sigmas, capsize=0)\n","plt.plot(x, y, \"ro\");"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":430},"id":"j6TuDqqW5U-l","executionInfo":{"status":"ok","timestamp":1684414170127,"user_tz":-120,"elapsed":338,"user":{"displayName":"Stefano Covino","userId":"15959824765269815362"}},"outputId":"ed900b39-cec6-4f4a-c9e1-118439460b78"},"execution_count":28,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 1 Axes>"],"image/png":"iVBORw0KGgoAAAANSUhEUgAAAi8AAAGdCAYAAADaPpOnAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAAAkbklEQVR4nO3dfXBU5f338c8GzIYACaaEhEh4doz8VFBSMNT8DCVjQEehtoy23iWgYmGwUxpGJN4II+Ckpj5glSk6VpCpFK0VaKsFaSRoSwRBMyoIU7jB8JQAIlmSQNYke/9hWQkmYXezZ8+5dt+vmZ1xN+fs+e61Iefj9XCOy+fz+QQAAGCIOLsLAAAACAbhBQAAGIXwAgAAjEJ4AQAARiG8AAAAoxBeAACAUQgvAADAKIQXAABglK52FxBuLS0tOnr0qHr27CmXy2V3OQAAIAA+n09nzpxRRkaG4uI67luJuvBy9OhRZWZm2l0GAAAIwaFDh9SvX78Ot4m68NKzZ09J33z4pKQkm6sBAACB8Hg8yszM9J/HOxJ14eX8UFFSUhLhBQAAwwQy5YMJuwAAwCiEFwAAYBTCCwAAMArhBQAAGIXwAgAAjEJ4AQAARiG8AAAAoxBeAACAUQgvAADAKJaGl/fee0+33367MjIy5HK5tG7dukvuU15erhtuuEFut1tDhw7VypUrrSwRAAAYxtLwUl9fr+HDh2vZsmUBbX/gwAHddtttGjt2rCorKzV79mzdf//92rhxo5VlAgAAg1h6b6MJEyZowoQJAW+/fPlyDRo0SE899ZQk6eqrr9a//vUvPfPMMyooKLCqTAAAYBBHzXmpqKhQfn5+q9cKCgpUUVHR7j6NjY3yeDytHgAAIHo56q7S1dXVSktLa/VaWlqaPB6Pzp49q27dun1nn5KSEj322GOW13ay7pyyl5RZfhzAVO/PzVNmSne7ywAc7dCpeuWWlttdRljsXlSgxHh7YoSjwksoiouLVVRU5H/u8XiUmZlpY0VAbIrEH2Q7/1gi+jV4mzRsAXMsTeCovwLp6emqqalp9VpNTY2SkpLa7HWRJLfbLbfbHYnyANisrRMLgQahIKiYzVH/4nNycvT222+3em3Tpk3KycmxqSIATnfhCWjH/HHq3SPBxmrgZAz/Rw9Lw0tdXZ327dvnf37gwAFVVlYqJSVF/fv3V3FxsY4cOaJVq1ZJkmbMmKHnn39ec+fO1b333qt3331Xr7/+ut566y0rywQQJc6fmAgxuBChJfpYGl527NihsWPH+p+fn5tSWFiolStX6tixY6qqqvL/fNCgQXrrrbf061//Ws8++6z69eunl156iWXSAIJCiIFEaIlmLp/P57O7iHDyeDxKTk5WbW2tkpKSwva+/CMAzMW8mNjCfJbICPe/q2DO3466zgsAWGHYgo06WXfO7jIQASfrzhFcYgDhBUBMyF5SRoCJcvSQxw7CC4CYkb2kTIdO1dtdBixw6FQ9wSWGEF4AxJTc0nJ6YKLMybpzUXPVWgSG8AIg5jCEFD0YKopNhBcAMYkAYz6CS+wivACIWdlLytTgbbK7DISgwdtEcIlhhBcAMW3Ygo0EGMNwHRcQXgDEvC/rGu0uAUHg+wLhBUDMyy0tp/fFEA3eJlYWgfACAJIIL4bge4JEeAEASaw+MgGri3Ae4QUA/ovVR87F6iJciPACABcgvDgT3wsuRHgBgAvQ++I89LrgYoQXALgI4cVZ+D5wMcILAFzkrLfZ7hJwAb4PXIzwAgAX4bovzsF1XdAWwgsAtIHw4gx8D2gL4QUA2sDEXfsxURftIbwAQDsIL/ai/dEewgsAtIPeF/vQ64KOEF4AoAOEF3vQ7ugI4QUAOkDvS+TR64JLIbwAAACjEF4A4BLoeYks2huXQngBgEtg6ChyGDJCIAgvABAAwktk0M4IBOEFAAAYhfACAAHg5oCRQTsjEIQXAAgAN2u0HjdhRKAILwAAwCiEFwAIED0v1qJ9ESjCCwAEiCXT1mGJNIJBeAEAAEYhvABAEOh5sQbtimAQXgAgCAwdhR9DRggW4QUAABiF8AIAQaLnJbxoTwSL8AIAAIxCeAGAIDHvJXyY74JQEF4AIASEl/CgHREKwgsAADAK4QUAQsDQUecxZIRQEV4AAIBRCC8AECJ6XjqH9kOoCC8AAMAohBcACNFZb7PdJRiN9kOoCC8AAMAohBcACFFuaTnzNkLU4G1Sbmm53WXAUIQXAABglIiEl2XLlmngwIFKSEjQ6NGjtX379na3XblypVwuV6tHQkJCJMoEgKDR8xIa2g2dYXl4ee2111RUVKSFCxfqo48+0vDhw1VQUKDjx4+3u09SUpKOHTvmf3zxxRdWlwkAAAxheXh5+umnNX36dE2bNk3Dhg3T8uXLlZiYqJdffrndfVwul9LT0/2PtLQ0q8sEgJBwpd3gcWVddJal4cXr9Wrnzp3Kz8//9oBxccrPz1dFRUW7+9XV1WnAgAHKzMzUxIkTtWvXrna3bWxslMfjafUAAADRy9LwcvLkSTU3N3+n5yQtLU3V1dVt7nPVVVfp5Zdf1vr16/XHP/5RLS0tGjNmjA4fPtzm9iUlJUpOTvY/MjMzw/45AKAj9LwEh/ZCZzlutVFOTo6mTJmiESNG6Oabb9abb76p1NRUvfDCC21uX1xcrNraWv/j0KFDEa4YAABEUlcr37x3797q0qWLampqWr1eU1Oj9PT0gN7jsssu0/XXX699+/a1+XO32y23293pWgEAgBks7XmJj4/XyJEjVVb27cSslpYWlZWVKScnJ6D3aG5u1qeffqq+fftaVSYAdAqTdgPHZF2Eg6U9L5JUVFSkwsJCZWdna9SoUVq6dKnq6+s1bdo0SdKUKVN0xRVXqKSkRJK0aNEi3XjjjRo6dKhOnz6t3/72t/riiy90//33W10qAAAwgOXh5a677tKJEye0YMECVVdXa8SIEdqwYYN/Em9VVZXi4r7tAPrqq680ffp0VVdX6/LLL9fIkSO1detWDRs2zOpSASBkDd4mJcZb/ifVePRQIRxcPp/PZ3cR4eTxeJScnKza2lolJSWF7X1P1p2jqxNAu3bMH6fePbga+KXwtzR67F5UENbAHsz523GrjQDARMx7uTTmuyBcCC8AAMAohBcAAGAUwgsAhAnDRh2jfRAuhBcAAGAUwgsAhMlZb7PdJTga7YNwIbwAAACjEF4AAIBRCC8AECa5peVMSm1Hg7dJuaXldpeBKEF4AQAARiG8AEAY0fPSNtoF4UR4AQAARiG8AAAAoxBeACCMuEHjd3FDRoQb4QUAABiF8AIAAIxCeAGAMGPYqDXaA+FGeAEAAEYhvABAmDFp91tM1oUVCC8AAMAohBcAAGAUwgsAWIBho2/QDrAC4QUAABiF8AIAAIxCeAEAC7DiiJVGsA7hBQAAGIXwAgAAjEJ4AQCLMGwU258f1iG8AAAAoxBeAACAUQgvAGCRWF5xxEojWInwAgAAjEJ4AQAARiG8AICFYnnYCLAK4QUAABiF8AIAAIxCeAEAC531Nttdgi1i9XMjMggvAADAKIQXAABgFMILAAAwCuEFACyUW1oec8uGG7xNyi0tt7sMRDHCCwAAMArhBQAAGIXwAgAWi8VhI8BKhBcAAGAUwgsAADAK4QUALJa9pCxmhlIavE3KXlJmdxmIcoQXAABgFMILAAAwCuEFAAAYJSLhZdmyZRo4cKASEhI0evRobd++vcPt//znPysrK0sJCQm69tpr9fbbb0eiTACwTCzNeQGsZnl4ee2111RUVKSFCxfqo48+0vDhw1VQUKDjx4+3uf3WrVv105/+VPfdd58+/vhjTZo0SZMmTdJnn31mdakAAMAAloeXp59+WtOnT9e0adM0bNgwLV++XImJiXr55Zfb3P7ZZ5/V+PHj9dBDD+nqq6/W4sWLdcMNN+j555+3ulQAAGAAS8OL1+vVzp07lZ+f/+0B4+KUn5+vioqKNvepqKhotb0kFRQUtLt9Y2OjPB5Pq4cVDn911pL3BRAbYmG5NMukESmWhpeTJ0+qublZaWlprV5PS0tTdXV1m/tUV1cHtX1JSYmSk5P9j8zMzPAUf5HmFp8l7wsAAIJj/Gqj4uJi1dbW+h+HDh2y5DhpSW5L3hcAAASnq5Vv3rt3b3Xp0kU1NTWtXq+pqVF6enqb+6Snpwe1vdvtltttfbBIuKyL5ccAAACXZmnPS3x8vEaOHKmysm/HQFtaWlRWVqacnJw298nJyWm1vSRt2rSp3e0BwBSxMOcFiARLe14kqaioSIWFhcrOztaoUaO0dOlS1dfXa9q0aZKkKVOm6IorrlBJSYkk6Ve/+pVuvvlmPfXUU7rtttu0Zs0a7dixQy+++KLVpQIAAANYHl7uuusunThxQgsWLFB1dbVGjBihDRs2+CflVlVVKS7u2w6gMWPGaPXq1Zo/f74eeeQRXXnllVq3bp2uueYaq0sFAAAGcPl8vqhaRuPxeJScnKza2lolJSWF7X1P1p1jCSCATtu9qECJ8Zb/f2PENXibNGzBRrvLQASF+3c5mPO38auNAABAbCG8AAAAoxBeAACAUQgvABBB0bqcOFo/F5yJ8AIAAIxCeAEAAEYhvAAAAKMQXgAggrKXlEXd/JAGbxPXwUJEEV4AAIBRCC8AAMAohBcAiLBoHDYCIonwAgAAjEJ4AQAARiG8AAAAoxBeACDCznqb7S4hrKLt88D5CC8AAMAohBcAAGAUwgsAADAK4QUAIiy3tDxqro3S4G1Sbmm53WUgxhBeAACAUQgvAADAKIQXAABgFMILANggmua8AJFGeAEAAEYhvAAAAKMQXgAAgFEILwBgg+wlZcbPF2nwNil7SZndZSAGEV4AAIBRCC8AAMAohBcAAGAUwgsA2CQa5rwAdiC8AAAAoxBeAACAUQgvAADAKIQXALCJydd64RovsBPhBQAAGIXwAgAAjEJ4AQAARiG8AICNTJ7zAtiF8AIAAIxCeAEAAEYhvAAAAKMQXgDARiZe64VrvMBuhBcAAGAUwgsAADAK4QUAABiF8AIANjNxzgtgJ8ILAAAwCuEFAAAYhfACAACMYml4OXXqlO655x4lJSWpV69euu+++1RXV9fhPnl5eXK5XK0eM2bMsLJMALDVWW+z3SUExbR6EX26Wvnm99xzj44dO6ZNmzbp66+/1rRp0/TAAw9o9erVHe43ffp0LVq0yP88MTHRyjIBAIBBLAsvn3/+uTZs2KAPP/xQ2dnZkqTnnntOt956q5588kllZGS0u29iYqLS09OtKg0AABjMsmGjiooK9erVyx9cJCk/P19xcXHatm1bh/u++uqr6t27t6655hoVFxeroaHBqjIBAIBhLOt5qa6uVp8+fVofrGtXpaSkqLq6ut39fvazn2nAgAHKyMjQJ598oocfflh79+7Vm2++2eb2jY2Namxs9D/3eDzh+QAAAMCRgu55mTdv3ncm1F782LNnT8gFPfDAAyooKNC1116re+65R6tWrdLatWu1f//+NrcvKSlRcnKy/5GZmRnysQHADrml5cZc+K3B26Tc0nK7y0CMC7rnZc6cOZo6dWqH2wwePFjp6ek6fvx4q9ebmpp06tSpoOazjB49WpK0b98+DRky5Ds/Ly4uVlFRkf+5x+MhwAAAEMWCDi+pqalKTU295HY5OTk6ffq0du7cqZEjR0qS3n33XbW0tPgDSSAqKyslSX379m3z5263W263O+D3AwAAZrNswu7VV1+t8ePHa/r06dq+fbv+/e9/68EHH9Tdd9/tX2l05MgRZWVlafv27ZKk/fv3a/Hixdq5c6cOHjyov/71r5oyZYr+93//V9ddd51VpQIAAINYepG6V199VVlZWRo3bpxuvfVW3XTTTXrxxRf9P//666+1d+9e/2qi+Ph4/fOf/9Qtt9yirKwszZkzRz/+8Y/1t7/9zcoyAcB2Js15Aexm6UXqUlJSOrwg3cCBA+Xz+fzPMzMztWXLFitLAgAAhuPeRgAAwCiEFwAAYBTCCwA4QPaSMsfPJ2nwNil7SZndZQCEFwAAYBbCCwAAMArhBQAAGIXwAgAOYcKcF8AJCC8AAMAohBcAAGAUwgsAADAK4QUAABiF8AIADuHkC9VxgTo4CeEFAAAYhfACAACMQngBAABGIbwAgIM4ec4L4BSEFwAAYBTCCwAAMArhBQAAGIXwAgAO4sRrvXCNFzgN4QUAABiF8AIAAIxCeAEAAEYhvAAAAKMQXgDAYZw4YRdwEsILAAAwCuEFAAAYhfACAACMQngBAIdx0oXquEAdnIjwAgAAjEJ4AQAARiG8AAAAoxBeAMCBnDTnBXAawgsAADAK4QUAABiF8AIAAIxCeAEABzrrbba7BEnOqQO4EOEFAAAYhfACAACMQngBAABGIbwAAACjEF4AwIFyS8ttv0Bcg7dJuaXlttYAtIXwAgAAjEJ4AQAARiG8AAAAoxBeAMChnDDnBXAiwgsAADAK4QUAABiF8AIAAIxCeAEAh8peUmbbvJMGb5Oyl5TZcmzgUggvAADAKJaFl8cff1xjxoxRYmKievXqFdA+Pp9PCxYsUN++fdWtWzfl5+frP//5j1UlAgAAA1kWXrxeryZPnqyZM2cGvE9paal+97vfafny5dq2bZu6d++ugoICnTt3zqoyAQCAYbpa9caPPfaYJGnlypUBbe/z+bR06VLNnz9fEydOlCStWrVKaWlpWrdune6++26rSgUAx2rwNikx3rI/1R0eF3Aqx8x5OXDggKqrq5Wfn+9/LTk5WaNHj1ZFRUW7+zU2Nsrj8bR6AACA6BX5ON+O6upqSVJaWlqr19PS0vw/a0tJSYm/l8dKvXsk6OBvbrP8OACkk3XnWOkCx9gxf5x690iwuwxcIKjwMm/ePD3xxBMdbvP5558rKyurU0UFo7i4WEVFRf7nHo9HmZmZETs+gPBr738WGrxNGrZgow0VIRbsXlRgyxAdghfUtzRnzhxNnTq1w20GDx4cUiHp6emSpJqaGvXt29f/ek1NjUaMGNHufm63W263O6RjAjBLYnzX74SaQ6fqlVtabk9BEZC9pCziJ9VYuMbL+3PzlJnS3e4yEKKg/jWkpqYqNTXVkkIGDRqk9PR0lZWV+cOKx+PRtm3bglqxBCC2ZKZ018Hf3EavDAJC70p0sOwbrKqq0qlTp1RVVaXm5mZVVlZKkoYOHaoePXpIkrKyslRSUqIf/ehHcrlcmj17tpYsWaIrr7xSgwYN0qOPPqqMjAxNmjTJqjIBRInzvTKEGLSF0BJdLPsmFyxYoFdeecX//Prrr5ckbd68WXl5eZKkvXv3qra21r/N3LlzVV9frwceeECnT5/WTTfdpA0bNighgYlSAAJzPsQw6RcSk22jlcvn8/nsLiKcPB6PkpOTVVtbq6SkJLvLAWCjaOmFsWPOC+2GSAvm/M23CiBqne+FMX1Sb6QvVGf6BeqYjBv9HHOROgCwSmZKd+2YP87uMhABO+aPI7jEAMILgJjQu0cCASbKMb8ldhBeAMQMAkz0IrjEFsILgJjSu0eCdi8qsLuMoGQvKYvYPBQTL1C3e1EBwSXGEF4AxJzE+K56f26e3WUgDN6fm8eKohhEeAEQk77Xg9uKRAO+x9hEeAEQkxLjuxo3fITWuI5L7CK8AIhZifFdjZnAG8k5LybYMX8cwSWGEV4AxDRWIJmHlUUgvACIefwfvFn4vkB4ARDzTBo+inUMF0EivACAJOf/33wkrvViwjVenP49ITIILwAgVh+ZgNVFOI/wAgD/xfCRczFchAsRXgDgAk4+QUZi2MipnPy9IPIILwBwAXpfnIdeF1yM8AIAF+FE6Sx8H7gY4QUALkLvi3PQ64K2EF4AoA29eyQ47s7TZ73NRr9/sN6fm8eVdNEmwgsAtKNbfBe7S4hptD/aQ3gBgHYwXGEv2h/tIbwAQDuY+2If5rqgI4QXAOiAk06guaXlll2LpcHbpNzSckveOxROanc4D+EFADpA70vk0euCSyG8AMAlcCKNLNobl0J4AYBLoPclcuh1QSAILwAQAKecUK2c8+IETmlnOBvhBQACQO+L9eh1QaAILwAAwCiEFwAIkBN6BbKXlIV9iKfB26TsJWVhfc9QOKF9YQbCCwAEKDG+q+PudxQt3p+bR3hBwAgvABAE7rdjDdoVwSC8AEAQ6B2wBu2KYBBeACAITlh1ZMWcFzuxygjBIrwAQJA40YYX7YlgEV4AIEhO6H2JFvS6IBSEFwAwTDiXSztlmTQQDMILAISA3oLwoB0RCsILAISAoaPOY8gIoSK8AECIOPF2Du2HUBFeACBEdl5xN5xzXuzAFXXRGYQXAOgErgwbGtoNnUF4AQAARiG8AEAn2DX0EY7l0nYuk2bICJ1BeAGATmDVUfBYZYTOIrwAQCdxIg4O7YXOIrwAQCfZ1fsSjmGjSKPXBeFAeAGAMOCEHBjaCeFAeAEAAEaxLLw8/vjjGjNmjBITE9WrV6+A9pk6dapcLlerx/jx460qEQDCxo6ho7PeZlv3DxZDRggXy36LvF6vJk+erJycHP3hD38IeL/x48drxYoV/udut9uK8gAg7Dgxd4z2QbhY9pv02GOPSZJWrlwZ1H5ut1vp6ekWVAQA1jrf+2LXtVOcjF4XhJPj5ryUl5erT58+uuqqqzRz5kx9+eWXHW7f2Ngoj8fT6gEAdonkCTq3tDzkFUMN3ibllpaHt6AOEFwQTo4KL+PHj9eqVatUVlamJ554Qlu2bNGECRPU3Nz+uGxJSYmSk5P9j8zMzAhWDACt2XmzRqfiJowIt6DCy7x5874zofbix549e0Iu5u6779Ydd9yha6+9VpMmTdLf//53ffjhhyovL293n+LiYtXW1vofhw4dCvn4AADA+YKKwnPmzNHUqVM73Gbw4MGdqec779W7d2/t27dP48a1PYvf7XYzqReAo0TyjskN3qaQejUieYE67iCNcAvqNz41NVWpqalW1fIdhw8f1pdffqm+fftG7JgA0FkMkbRGeyDcLJvzUlVVpcrKSlVVVam5uVmVlZWqrKxUXV2df5usrCytXbtWklRXV6eHHnpIH3zwgQ4ePKiysjJNnDhRQ4cOVUFBgVVlAkDYRfKaL6HcXTqSd5NmlRGsYNlv1IIFC/TKK6/4n19//fWSpM2bNysvL0+StHfvXtXW1kqSunTpok8++USvvPKKTp8+rYyMDN1yyy1avHgxw0IAjMMJ+xu0A6zg8vl8PruLCCePx6Pk5GTV1tYqKSnJ7nIAxLCTdeci0sOxe1FBUCGhwdukYQs2WljRN3bMH6fePRIsPw6iQzDnb0ctlQaAaBKpXodQho0igV4XWIXwAgAWseN+R07BXBdYifACABaKxAk8mEm7kZqsS3CBlQgvAADAKIQXALBQpIaOgul5sRpDRrAa4QUALBZrJ/JY+7yIPMILAFgsEjdrDGTeSyTmu3ATRkQC4QUAIiBW7u8TK58T9iK8AEAERKI3IpCeF6vR64JIILwAQAQkxnfV7kXRfZ+2YK/0C4SK8AIAEWL1yqOO5r1YPd+FFUaIJMILAERQtJ7go/VzwZkILwAQQVb3vnTU82IVel0QaYQXAIgwK0/0Z73NQb0eDgQXRBrhBQAiLJpu2EivC+xAeAEAG1h1ws8tLVfD2UapvFz605+k8m+e55aWW3I8ggvsQHgBABtYtXR6WPV+ua8cIo0dK/3sZ9LYsXJfOUT/U70v7MdiaTTsQngBAJtYMXx0IOUK7WpKaPXarqYE/b+UfmE9DsNFsBPhBQBs1LtHQlgCjKulWaOqPtXZ+AT9/K4leuuqH6j+sgT9Pesm/Z+7H9fZ+ASNqvpUrpbOT9zdMX+cevdIuPSGgEUILwBgs3AEmNGHd+mlvyzWDUc+V223npo1qVj/U/SGHpw4T56EHhp5eLde+stijT68q1PHIbjACQgvAOAAnQ0wfeq+UpK3Qav/9Ih+uXWNep31SJJ6nfXol1vX6NU1/1dJ3gb1qfsq5GMQXOAULp/P57O7iHDyeDxKTk5WbW2tkpKS7C4HAILS4G3SsAUbA97eHyjKy7+ZpPtfPkked3clNdbLdeEOmzdLeXk6WXcuqNsFMDkXVgvm/E14AYBo0NwsDRwoHTkitfVn3eWS+vWTDhyQunSJeHnApQRz/mbYCACiQZcu0rPPfvPfLlfrn51/vnQpwQVRgfACANHizjulN96Qrrii9ev9+n3z+p132lMXEGYMYAJANLnzTmniROn996Vjx6S+faXcXHpcEFUILwAQbbp0kfLy7K4CsAzDRgAAwCiEFwAAYBTCCwAAMArhBQAAGIXwAgAAjEJ4AQAARiG8AAAAoxBeAACAUQgvAADAKIQXAABgFMILAAAwStTd28jn80mSPB6PzZUAAIBAnT9vnz+PdyTqwsuZM2ckSZmZmTZXAgAAgnXmzBklJyd3uI3LF0jEMUhLS4uOHj2qnj17yuVyhfW9PR6PMjMzdejQISUlJYX1vaMNbRU42ipwtFXgaKvg0F6Bs6qtfD6fzpw5o4yMDMXFdTyrJep6XuLi4tSvXz9Lj5GUlMQvd4Boq8DRVoGjrQJHWwWH9gqcFW11qR6X85iwCwAAjEJ4AQAARiG8BMHtdmvhwoVyu912l+J4tFXgaKvA0VaBo62CQ3sFzgltFXUTdgEAQHSj5wUAABiF8AIAAIxCeAEAAEYhvAAAAKMQXkJ0xx13qH///kpISFDfvn3185//XEePHrW7LMc5ePCg7rvvPg0aNEjdunXTkCFDtHDhQnm9XrtLc6THH39cY8aMUWJionr16mV3OY6zbNkyDRw4UAkJCRo9erS2b99ud0mO9N577+n2229XRkaGXC6X1q1bZ3dJjlRSUqLvf//76tmzp/r06aNJkyZp7969dpflSL///e913XXX+S9Ml5OTo3/84x+21UN4CdHYsWP1+uuva+/evfrLX/6i/fv36yc/+YndZTnOnj171NLSohdeeEG7du3SM888o+XLl+uRRx6xuzRH8nq9mjx5smbOnGl3KY7z2muvqaioSAsXLtRHH32k4cOHq6CgQMePH7e7NMepr6/X8OHDtWzZMrtLcbQtW7Zo1qxZ+uCDD7Rp0yZ9/fXXuuWWW1RfX293aY7Tr18//eY3v9HOnTu1Y8cO/fCHP9TEiRO1a9cuewryISzWr1/vc7lcPq/Xa3cpjldaWuobNGiQ3WU42ooVK3zJycl2l+Eoo0aN8s2aNcv/vLm52ZeRkeErKSmxsSrnk+Rbu3at3WUY4fjx4z5Jvi1btthdihEuv/xy30svvWTLsel5CYNTp07p1Vdf1ZgxY3TZZZfZXY7j1dbWKiUlxe4yYBCv16udO3cqPz/f/1pcXJzy8/NVUVFhY2WIJrW1tZLE36dLaG5u1po1a1RfX6+cnBxbaiC8dMLDDz+s7t2763vf+56qqqq0fv16u0tyvH379um5557TL37xC7tLgUFOnjyp5uZmpaWltXo9LS1N1dXVNlWFaNLS0qLZs2frBz/4ga655hq7y3GkTz/9VD169JDb7daMGTO0du1aDRs2zJZaCC8XmDdvnlwuV4ePPXv2+Ld/6KGH9PHHH+udd95Rly5dNGXKFPli5ILFwbaVJB05ckTjx4/X5MmTNX36dJsqj7xQ2gpAZM2aNUufffaZ1qxZY3cpjnXVVVepsrJS27Zt08yZM1VYWKjdu3fbUgu3B7jAiRMn9OWXX3a4zeDBgxUfH/+d1w8fPqzMzExt3brVtm60SAq2rY4ePaq8vDzdeOONWrlypeLiYic3h/J7tXLlSs2ePVunT5+2uDozeL1eJSYm6o033tCkSZP8rxcWFur06dP0enbA5XJp7dq1rdoNrT344INav3693nvvPQ0aNMjucoyRn5+vIUOG6IUXXoj4sbtG/IgOlpqaqtTU1JD2bWlpkSQ1NjaGsyTHCqatjhw5orFjx2rkyJFasWJFTAUXqXO/V/hGfHy8Ro4cqbKyMv9JuKWlRWVlZXrwwQftLQ7G8vl8+uUvf6m1a9eqvLyc4BKklpYW2855hJcQbNu2TR9++KFuuukmXX755dq/f78effRRDRkyJCZ6XYJx5MgR5eXlacCAAXryySd14sQJ/8/S09NtrMyZqqqqdOrUKVVVVam5uVmVlZWSpKFDh6pHjx72FmezoqIiFRYWKjs7W6NGjdLSpUtVX1+vadOm2V2a49TV1Wnfvn3+5wcOHFBlZaVSUlLUv39/GytzllmzZmn16tVav369evbs6Z8/lZycrG7dutlcnbMUFxdrwoQJ6t+/v86cOaPVq1ervLxcGzdutKcgW9Y4Ge6TTz7xjR071peSkuJzu92+gQMH+mbMmOE7fPiw3aU5zooVK3yS2nzguwoLC9tsq82bN9tdmiM899xzvv79+/vi4+N9o0aN8n3wwQd2l+RImzdvbvP3qLCw0O7SHKW9v00rVqywuzTHuffee30DBgzwxcfH+1JTU33jxo3zvfPOO7bVw5wXAABglNiafAAAAIxHeAEAAEYhvAAAAKMQXgAAgFEILwAAwCiEFwAAYBTCCwAAMArhBQAAGIXwAgAAjEJ4AQAARiG8AAAAoxBeAACAUf4/MCpR1mWXOpAAAAAASUVORK5CYII=\n"},"metadata":{}}]},{"cell_type":"markdown","source":["So conditional on this point, and the covariance structure we have specified, we have essentially constrained the probable location of additional points. Let's now sample another:"],"metadata":{"id":"oxa_Y-vZ5YL1"}},{"cell_type":"code","source":["m, s = conditional([-0.7], x, y, θ)\n","y2 = np.random.normal(m, s)\n","print(y2)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"SGQKa76w5eFC","executionInfo":{"status":"ok","timestamp":1684414172730,"user_tz":-120,"elapsed":2,"user":{"displayName":"Stefano Covino","userId":"15959824765269815362"}},"outputId":"faa52670-c97c-4d50-e73d-701435c4a989"},"execution_count":29,"outputs":[{"output_type":"stream","name":"stdout","text":["-0.6617610702317862\n"]}]},{"cell_type":"markdown","source":["This point is added to the realization, and can be used to further update the location of the next point."],"metadata":{"id":"vHa2eXjG5g76"}},{"cell_type":"code","source":["x.append(-0.7)\n","y.append(y2)\n","σ_2 = exponential_cov(x, x, θ)\n","predictions = [predict(i, x, exponential_cov, θ, σ_2, y) for i in x_pred]"],"metadata":{"id":"q6pD47wU5hu9","executionInfo":{"status":"ok","timestamp":1684414174493,"user_tz":-120,"elapsed":237,"user":{"displayName":"Stefano Covino","userId":"15959824765269815362"}}},"execution_count":30,"outputs":[]},{"cell_type":"code","source":["y_pred, sigmas = np.transpose(predictions)\n","plt.errorbar(x_pred, y_pred, yerr=sigmas, capsize=0)\n","plt.plot(x, y, \"ro\");"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":430},"id":"JqU-9eyK5kg6","executionInfo":{"status":"ok","timestamp":1684414176964,"user_tz":-120,"elapsed":691,"user":{"displayName":"Stefano Covino","userId":"15959824765269815362"}},"outputId":"a181a319-cde4-4609-bef3-b0fb865c65ac"},"execution_count":31,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["Of course, sampling sequentially is just a heuristic to demonstrate how the covariance structure works. We can just as easily sample several points at once:"],"metadata":{"id":"QyuciWUA5qoJ"}},{"cell_type":"code","source":["x_more = [-2.1, -1.5, 0.3, 1.8, 2.5]\n","mu, s = conditional(x_more, x, y, θ)\n","y_more = np.random.multivariate_normal(mu, s)\n","print(y_more)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"2Clczdac5sML","executionInfo":{"status":"ok","timestamp":1684414180241,"user_tz":-120,"elapsed":214,"user":{"displayName":"Stefano Covino","userId":"15959824765269815362"}},"outputId":"6a8b05d7-622b-47d7-8a05-272e3f195b1e"},"execution_count":32,"outputs":[{"output_type":"stream","name":"stdout","text":["[-0.3667858  -0.12098627  0.67137127  0.99442827  1.47324489]\n"]}]},{"cell_type":"code","source":["x += x_more\n","y += y_more.tolist()\n","σ_new = exponential_cov(x, x, θ)\n","predictions = [predict(i, x, exponential_cov, θ, σ_new, y) for i in x_pred]\n","y_pred, sigmas = np.transpose(predictions)\n","plt.errorbar(x_pred, y_pred, yerr=sigmas, capsize=0)\n","plt.plot(x, y, \"ro\");"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":430},"id":"j8xWzXlr5xji","executionInfo":{"status":"ok","timestamp":1684414182990,"user_tz":-120,"elapsed":630,"user":{"displayName":"Stefano Covino","userId":"15959824765269815362"}},"outputId":"78125d2f-77d9-459f-b427-5fc1a3c6f6bb"},"execution_count":33,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["So as the density of points becomes high, it results in a realization (sample function) from the prior GP."],"metadata":{"id":"x0v_QvTo56qy"}}]}
\ No newline at end of file
+{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[],"authorship_tag":"ABX9TyMqD5MDZRCHxSrTzPzpx27I"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"markdown","source":["From: https://www.dominodatalab.com/blog/fitting-gaussian-process-models-python"],"metadata":{"id":"sDe-O6oRxdGa"}},{"cell_type":"markdown","source":["A common applied statistics task involves building regression models to characterize non-linear relationships between variables. It is possible to fit such models by assuming a particular non-linear functional form, such as a sinusoidal, exponential, or polynomial function, to describe one variable's response to the variation in another. Unless this relationship is obvious from the outset, however, it involves possibly extensive model selection procedures to ensure the most appropriate model is retained. Alternatively, a non-parametric approach can be adopted by defining a set of knots across the variable space and use a spline or kernel regression to describe arbitrary non-linear relationships. However, knot layout procedures are somewhat ad hoc and can also involve variable selection. A third alternative is to adopt a Bayesian non-parametric strategy, and directly model the unknown underlying function. For this, we can employ Gaussian process models.\n","\n","Describing a Bayesian procedure as \"non-parametric\" is something of a misnomer. The first step in setting up a Bayesian model is specifying a full probability model for the problem at hand, assigning probability densities to each model variable. Thus, it is difficult to specify a full probability model without the use of probability functions, which are parametric! In fact, Bayesian non-parametric methods do not imply that there are no parameters, but rather that the number of parameters grows with the size of the dataset. Rather, Bayesian non-parametric models are infinitely parametric."],"metadata":{"id":"kahKCJ-vxmmY"}},{"cell_type":"markdown","source":["# Building models with Gaussians\n","\n","What if we chose to use Gaussian distributions to model our data?\n","\n","$$p(x \\mid \\pi, \\Sigma) = (2\\pi)^{-k/2}|\\Sigma|^{-1/2} \\exp\\left\\{ -\\frac{1}{2} (x-\\mu)^{\\prime}\\Sigma^{-1}(x-\\mu) \\right\\}$$\n","\n","There would not seem to be any gain in doing this, because normal distributions are not particularly flexible distributions in and of themselves. However, adopting a set of Gaussians (a multivariate normal vector) confers a number of advantages. First, the marginal distribution of any subset of elements from a multivariate normal distribution is also normal:\n","\n","$$p(x,y) = N\\left(\\left[{\n","\\begin{array}{c}\n","{\\mu_x} \\\\\n","{\\mu_y} \\\\\n","\\end{array}\n","}\\right], \\left[{\n","\\begin{array}{cc}\n","{\\Sigma_x} & {\\Sigma_{xy}} \\\\\\\\\n","{\\Sigma_{xy}^T} & {\\Sigma_y}\n","\\end{array}\n","}\\right]\\right)$$\n","\n","$$p(x) = \\int p(x,y) dy = N(\\mu_x, \\Sigma_x)$$\n","\n","Also, conditional distributions of a subset of the elements of a multivariate normal distribution (conditional on the remaining elements) are normal too:\n","\n","$$p(x|y) = N(\\mu_x + \\Sigma_{xy}\\Sigma_y^{-1}(y-\\mu_y),\n","\\Sigma_x-\\Sigma{xy}\\Sigma_y^{-1}\\Sigma{xy}^T)$$\n","\n","A Gaussian process generalizes the multivariate normal to infinite dimension. It is defined as an infinite collection of random variables, with any marginal subset having a Gaussian distribution. Thus, the marginalization property is explicit in its definition. Another way of thinking about an infinite vector is as a function. When we write a function that takes continuous values as inputs, we are essentially implying an infinite vector that only returns values (indexed by the inputs) when the function is called upon to do so. By the same token, this notion of an infinite-dimensional Gaussian represented as a function allows us to work with them computationally: we are never required to store all the elements of the Gaussian process, only to calculate them on demand.\n","\n","So, we can describe a Gaussian process as a **distribution over functions**. Just as a multivariate normal distribution is completely specified by a mean vector and covariance matrix, a GP is fully specified by a mean function and a covariance function:\n","\n","$$p(x) \\sim GP(m(x),k(x,x'))$$\n","\n","It is the marginalization property that makes working with a Gaussian process feasible: we can marginalize over the infinitely-many variables that we are not interested in, or have not observed.\n","\n","For example, one specification of a GP might be:\n","\n","$$m(x) = 0$$\n","$$k(x,x') = \\theta_1 exp(-\\frac{\\theta_2}{2}(x-x')^2)$$\n","\n","Here, the covariance function is a **squared exponential**, for which values of $x$ and $x'$ that are close together result in values of $k$ closer to one, while those that are far apart return values closer to zero.\n","\n","For a finite number of points, the GP becomes a multivariate normal, with the mean and covariance as the mean function and covariance function, respectively, evaluated at those points."],"metadata":{"id":"jQvx2Srcx5pQ"}},{"cell_type":"markdown","source":["## Sampling from a Gaussian Process\n","\n","To make this notion of a \"distribution over functions\" more concrete, let's quickly demonstrate how we obtain realizations from a Gaussian process, which results in an evaluation of a function over a set of points. All we will do here is a sample from the prior Gaussian process, so before any data have been introduced. What we need first is our covariance function, which will be the squared exponential, and a function to evaluate the covariance at given points (resulting in a covariance matrix)."],"metadata":{"id":"a2jUej-13gAc"}},{"cell_type":"code","execution_count":1,"metadata":{"id":"tDuua-nnxcV5","executionInfo":{"status":"ok","timestamp":1715767195320,"user_tz":-120,"elapsed":4,"user":{"displayName":"Stefano Covino","userId":"15959824765269815362"}}},"outputs":[],"source":["import numpy as np\n","def exponential_cov(x, y, params):\n","    return params[0] * np.exp( -0.5 * params[1] * np.subtract.outer(x, y)**2)"]},{"cell_type":"markdown","source":["We are going generate realizations sequentially, point by point, using the lovely conditioning property of mutlivariate Gaussian distributions. Here is that conditional:\n","\n","$$p(x|y) = N(\\mu_x + \\Sigma_{xy}\\Sigma_y^{-1}(y-\\mu_y),\n","\\Sigma_x-\\Sigma{xy}\\Sigma_y^{-1}\\Sigma{xy}^T)$$\n","\n","And this the function that implements it:"],"metadata":{"id":"_jTGPuHj3vG4"}},{"cell_type":"code","source":["def conditional(x_new, x, y, params):\n","    B = exponential_cov(x_new, x, params)\n","    C = exponential_cov(x, x, params)\n","    A = exponential_cov(x_new, x_new, params)\n","    mu = np.linalg.inv(C).dot(B.T).T.dot(y)\n","    sigma = A - B.dot(np.linalg.inv(C).dot(B.T))\n","    return(mu.squeeze(), sigma.squeeze())"],"metadata":{"id":"INwFy_CG34W_"},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":["We will start with a Gaussian process prior with hyperparameters $σ_0=1$, $σ_1=10$. We will also assume a zero function as the mean, so we can plot a band that represents one standard deviation from the mean."],"metadata":{"id":"v6wwv-02367p"}},{"cell_type":"code","source":["import matplotlib.pylab as plt\n","θ = [1, 10]\n","σ_0 = exponential_cov(0, 0, θ)\n","xpts = np.arange(-3, 3, step=0.01)\n","plt.errorbar(xpts, np.zeros(len(xpts)), yerr=σ_0, capsize=0);"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":430},"id":"6NwA8cHO4E9O","executionInfo":{"status":"ok","timestamp":1715607781667,"user_tz":-120,"elapsed":1137,"user":{"displayName":"Stefano Covino","userId":"15959824765269815362"}},"outputId":"efc27588-2173-453f-ec66-423047968f96"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["Let's select an arbitrary starting point to sample, say $x=1$. Since there are no previous points, we can sample from an unconditional Gaussian:"],"metadata":{"id":"noG2x2IS4kbo"}},{"cell_type":"code","source":["x = [1.]\n","y = [np.random.normal(scale=σ_0)]\n","print(y)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"gfgZO1S94r0T","executionInfo":{"status":"ok","timestamp":1715607813081,"user_tz":-120,"elapsed":1680,"user":{"displayName":"Stefano Covino","userId":"15959824765269815362"}},"outputId":"d4829baa-6207-4dc2-dd6f-03ecb3a128df"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["[-0.14502540483676477]\n"]}]},{"cell_type":"markdown","source":["We can now update our confidence band, given the point that we just sampled, using the covariance function to generate new point-wise intervals, conditional on the value $[x_0, y_0]$."],"metadata":{"id":"KLh8FIJ-4veK"}},{"cell_type":"code","source":["σ_1 = exponential_cov(x, x, θ)"],"metadata":{"id":"Cf9TqORB5Ntk"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["def predict(x, data, kernel, params, sigma, t):\n","    k = [kernel(x, y, params) for y in data]\n","    Sinv = np.linalg.inv(sigma)\n","    y_pred = np.dot(k, Sinv).dot(t)\n","    sigma_new = kernel(x, x, params) - np.dot(k, Sinv).dot(k)\n","    return y_pred, sigma_new\n","\n","x_pred = np.linspace(-3, 3, 1000)\n","predictions = [predict(i, x, exponential_cov, θ, σ_1, y) for i in x_pred]"],"metadata":{"id":"heBMJDLZ4_iz"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["y_pred, sigmas = np.transpose(predictions)\n","plt.errorbar(x_pred, y_pred, yerr=sigmas, capsize=0)\n","plt.plot(x, y, \"ro\");"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":430},"id":"j6TuDqqW5U-l","executionInfo":{"status":"ok","timestamp":1715607833855,"user_tz":-120,"elapsed":447,"user":{"displayName":"Stefano Covino","userId":"15959824765269815362"}},"outputId":"d65413de-f902-4375-de50-804ce2e7288e"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["So conditional on this point, and the covariance structure we have specified, we have essentially constrained the probable location of additional points. Let's now sample another:"],"metadata":{"id":"oxa_Y-vZ5YL1"}},{"cell_type":"code","source":["m, s = conditional([-0.7], x, y, θ)\n","y2 = np.random.normal(m, s)\n","print(y2)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"SGQKa76w5eFC","executionInfo":{"status":"ok","timestamp":1715607904068,"user_tz":-120,"elapsed":264,"user":{"displayName":"Stefano Covino","userId":"15959824765269815362"}},"outputId":"cf348cfe-1b6a-4883-f448-144248b5ce41"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["-1.0883664667305217\n"]}]},{"cell_type":"markdown","source":["This point is added to the realization, and can be used to further update the location of the next point."],"metadata":{"id":"vHa2eXjG5g76"}},{"cell_type":"code","source":["x.append(-0.7)\n","y.append(y2)\n","σ_2 = exponential_cov(x, x, θ)\n","predictions = [predict(i, x, exponential_cov, θ, σ_2, y) for i in x_pred]"],"metadata":{"id":"q6pD47wU5hu9"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["y_pred, sigmas = np.transpose(predictions)\n","plt.errorbar(x_pred, y_pred, yerr=sigmas, capsize=0)\n","plt.plot(x, y, \"ro\");"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":430},"id":"JqU-9eyK5kg6","executionInfo":{"status":"ok","timestamp":1715607971450,"user_tz":-120,"elapsed":807,"user":{"displayName":"Stefano Covino","userId":"15959824765269815362"}},"outputId":"9c58e64e-a285-4a1d-bf3c-573ba97b9587"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["Of course, sampling sequentially is just a heuristic to demonstrate how the covariance structure works. We can just as easily sample several points at once:"],"metadata":{"id":"QyuciWUA5qoJ"}},{"cell_type":"code","source":["x_more = [-2.1, -1.5, 0.3, 1.8, 2.5]\n","mu, s = conditional(x_more, x, y, θ)\n","y_more = np.random.multivariate_normal(mu, s)\n","print(y_more)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"2Clczdac5sML","executionInfo":{"status":"ok","timestamp":1715607989285,"user_tz":-120,"elapsed":221,"user":{"displayName":"Stefano Covino","userId":"15959824765269815362"}},"outputId":"a78675cb-72fd-42bb-8ba7-172f69ab065b"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["[ 0.67759632 -1.36881128 -2.60764892  1.2092171   0.36387931]\n"]}]},{"cell_type":"code","source":["x += x_more\n","y += y_more.tolist()\n","σ_new = exponential_cov(x, x, θ)\n","predictions = [predict(i, x, exponential_cov, θ, σ_new, y) for i in x_pred]\n","y_pred, sigmas = np.transpose(predictions)\n","plt.errorbar(x_pred, y_pred, yerr=sigmas, capsize=0)\n","plt.plot(x, y, \"ro\");"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":432},"id":"j8xWzXlr5xji","executionInfo":{"status":"ok","timestamp":1715607992777,"user_tz":-120,"elapsed":672,"user":{"displayName":"Stefano Covino","userId":"15959824765269815362"}},"outputId":"492b86e0-342b-4fd4-895b-4a670cf94683"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["So as the density of points becomes high, it results in a realization (sample function) from the prior GP."],"metadata":{"id":"x0v_QvTo56qy"}}]}
\ No newline at end of file
diff --git a/README.md b/README.md
index de13ed5..7500944 100644
--- a/README.md
+++ b/README.md
@@ -2,4 +2,4 @@
 
 This is a repository with material (slides, notebooks, etc.) for the **Time Domain Astrophysics** course delivered at the *Università dell'Insubria* by Stefano Covino. 
 
-*Last update: 10 May 2024.*
+*Last update: 17 May 2024.*
-- 
GitLab