diff --git a/examples/references.bib b/examples/references.bib index 5893edb52..1e76e1689 100644 --- a/examples/references.bib +++ b/examples/references.bib @@ -23,4 +23,16 @@ @book{mcelreath2018statistical publisher={Chapman and Hall/CRC} } +@article{lewandowski2009generating, + title={Generating random correlation matrices based on vines and extended onion method}, + author={Lewandowski, Daniel and Kurowicka, Dorota and Joe, Harry}, + journal={Journal of multivariate analysis}, + volume={100}, + number={9}, + pages={1989--2001}, + year={2009}, + publisher={Elsevier} +} + + diff --git a/examples/time_series/MvGaussianRandomWalk_demo.ipynb b/examples/time_series/MvGaussianRandomWalk_demo.ipynb index 3b7dcdb47..f768270f2 100644 --- a/examples/time_series/MvGaussianRandomWalk_demo.ipynb +++ b/examples/time_series/MvGaussianRandomWalk_demo.ipynb @@ -2,17 +2,24 @@ "cells": [ { "cell_type": "markdown", + "id": "ec7d5a70-51ca-4c9c-a4bb-dcfc293e1e47", "metadata": {}, "source": [ - "# Multivariate Gaussian Random Walk" + "# Multivariate Gaussian Random Walk\n", + ":::{post} Sep 25, 2021\n", + ":tags: linear model, pymc3.HalfNormal, pymc3.LKJCholeskyCov, pymc3.Model, pymc3.MvGaussianRandomWalk, pymc3.Normal, regression, time series\n", + ":category: beginner\n", + ":::" ] }, { "cell_type": "code", "execution_count": 1, + "id": "7461c2a1-9e07-4a60-8df0-5f8e70a9d4f5", "metadata": {}, "outputs": [], "source": [ + "import arviz as az\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pymc3 as pm\n", @@ -20,75 +27,114 @@ "\n", "from scipy.linalg import cholesky\n", "\n", - "np.random.seed(42)\n", "%matplotlib inline" ] }, { - "cell_type": "markdown", + "cell_type": "code", + "execution_count": 2, + "id": "f1dbc074-72ff-436b-8063-682779163661", "metadata": {}, + "outputs": [], "source": [ - "Simulate the data:" + "RANDOM_SEED = 8927\n", + "rng = np.random.default_rng(RANDOM_SEED)\n", + "az.style.use(\"arviz-darkgrid\")" ] }, { - "cell_type": "code", - "execution_count": 2, + "cell_type": "markdown", + "id": "20d86071-b975-430d-973d-87295a17c8ac", "metadata": {}, - "outputs": [], "source": [ - "D = 3\n", - "N = 300\n", - "sections = 5\n", - "period = N / sections\n", + "This notebook shows how to [fit a correlated time series](https://en.wikipedia.org/wiki/Curve_fitting) using multivariate [Gaussian random walks](https://en.wikipedia.org/wiki/Random_walk#Gaussian_random_walk) (GRWs). In particular, we perform a Bayesian [regression](https://en.wikipedia.org/wiki/Regression_analysis) of the time series data against a model dependent on GRWs.\n", "\n", - "Sigma_a = np.random.randn(D, D)\n", - "Sigma_a = Sigma_a.T.dot(Sigma_a)\n", - "L_a = cholesky(Sigma_a, lower=True)\n", + "We generate data as the 3-dimensional time series\n", "\n", - "Sigma_b = np.random.randn(D, D)\n", - "Sigma_b = Sigma_b.T.dot(Sigma_b)\n", - "L_b = cholesky(Sigma_b, lower=True)\n", + "$$\n", + "\\mathbf y = \\alpha_{i[\\mathbf t]} +\\beta_{i[\\mathbf t]} *\\frac{\\mathbf t}{300} +\\xi_{\\mathbf t},\\quad \\mathbf t = [0,1,...,299], \n", + "$$ (eqn:model)\n", "\n", - "# Gaussian Random walk:\n", - "alpha = np.cumsum(L_a.dot(np.random.randn(D, sections)), axis=1).T\n", - "beta = np.cumsum(L_b.dot(np.random.randn(D, sections)), axis=1).T\n", - "sigma = 0.1\n", + "where \n", + "- $i\\mapsto\\alpha_{i}$ and $i\\mapsto\\beta_{i}$, $i\\in\\{0,1,2,3,4\\}$, are two 3-dimensional Gaussian random walks for two correlation matrices $\\Sigma_\\alpha$ and $\\Sigma_\\beta$,\n", + "- we define the index \n", + "$$\n", + "i[t]= j\\quad\\text{for}\\quad t = 60j,60j+1,...,60j+59, \\quad\\text{and}\\quad j = 0,1,2,3,4,\n", + "$$ \n", + "- $*$ means that we multiply the $j$-th column of the $3\\times300$ matrix with the $j$-th entry of the vector for each $j=0,1,...,299$, and \n", + "- $\\xi_{\\mathbf t}$ is a $3\\times300$ matrix with iid normal entries $N(0,\\sigma^2)$.\n", "\n", - "t = np.arange(N)[:, None] / N\n", - "alpha = np.repeat(alpha, period, axis=0)\n", - "beta = np.repeat(beta, period, axis=0)\n", - "y = alpha + beta * t + sigma * np.random.randn(N, 1)" + "\n", + "So the series $\\mathbf y$ changes due to the GRW $\\alpha$ in five occasions, namely steps $0,60,120,180,240$. Meanwhile $\\mathbf y$ changes at steps $1,60,120,180,240$ due to the increments of the GRW $\\beta$ and at every step due to the weighting of $\\beta$ with $\\mathbf t/300$. Intuitively, we have a noisy ($\\xi$) system that is shocked five times over a period of 300 steps, but the impact of the $\\beta$ shocks gradually becomes more significant at every step. \n", + "\n", + "## Data generation\n", + "\n", + "Let's generate and plot the data." ] }, { "cell_type": "code", "execution_count": 3, + "id": "4c329308-80b9-4e88-9698-199bdab66b68", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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tAwcOKDc3t8S2ihprfvDGzDjzr5fR3TFLCt6ZkZSUpI4dO6pjx4569NFHNWbMGL3xxhv6+eefNWvWLPXo0UOStXPwVdLzXJT8v/cdO3Zox44dhvv6/r0/+eSTqlGjhiZMmKCVK1d6s74qVKigfv36aciQIUXeUAIAgNKGYBcAALBNfjZVjRo1iq33VZT8gMGgQYP02GOP2TKWyy+/XAsXLiywXNKs/PPIzyYryq+//lpgX7v4Bk/Wr1+v+Pj4oNo7c+aM9w6X7733XqFMpDNnznjPJVD5Y/300091xRVXmDom/3plZWUVu4/RdbciJiZGf/rTn/TNN9/oxx9/1A8//OANdlk5h2Dl9/naa68Vu1S1KLGxsRo4cKAGDhyo3bt3a+XKlVq8eLHmzJmjUaNG6cSJE3rhhRdCNWwAAKIGNbsAAIBt6tevr/j4eB06dEhHjhwxfVz+ksCtW7faNpabbrpJsbGx2rBhg9auXRvQsQ0aNJB0LtOsuMytbdu2FdjXLhUrVlT16tUL9BGMw4cP6+TJk6pcuXKRS+62bt2qs2fPWmo7f6mmmayofPXq1VNsbKxOnz5dbNbdzz//bGk8JclfNumbwWblHIKV//ceTJ916tTRH//4Rw0bNkzvv/++JOmrr75SXl6eLWMEACCaEewCAAC2Oe+889ShQwfl5eVp3Lhxpo+75pprFB8fr8WLFxdbAytQDRo0UNeuXSVJf/3rX0sMvs2bN8/b9x/+8AfVqlVLp0+f1uTJkwvte+DAAc2ePVuS1KFDB1vG6yu/QPuYMWOCbiv/Do/Z2dlFLsPLv+uk0bHFLZXMH+ekSZNMLy8tX768WrRoIelcnSx/v/76q7dAfyBKygbLzc3Vjz/+KKlggNLKOQQr/26K06dPN8xwMyv/ep46dUpHjx4Nuj0AAKIdwS4AAGCrRx55RAkJCXr//fc1atSoQoGSgwcPasyYMfr888+9j9WoUUMDBw5Ubm6u7r33Xq1YsaLAMR6PRz/88INefPFF7dq1y/RYXnjhBdWrV0/btm1Tnz59NH/+/EJ1qTZu3KgnnnhCDz/8sLeYfUxMjO69915J0ogRI7Rs2TLv/r/++qsef/xx5ebmqkWLFmrXrp3p8ZiVlpamypUr6+uvv9Ybb7yhY8eOFdh+5MgRffnll3rvvfdKbOv8889Xo0aNdObMGf39739XTk6OJOns2bMaNWqU0tPTi10qmZ8JVdxS0Ouvv14tWrTQzz//rEGDBhWqP5WTk6OFCxfq2WefLfB4/rUdO3as986E0rkstCeffNJ7E4NAvPDCCxo0aJAWLFhQ6G9u586deuyxx7Rr1y6dd9556tKlS9DnEIzLLrtMXbp00ZEjR3TPPfdow4YNBbafPXtWK1as0BNPPOF9vrZt26YXXnhBP/zwQ4Hrk5OT483sql27tmEtNAAASgtqdgEAAFs1adJEw4YN01NPPaWhQ4fq3Xff1cUXX+xd3phfgN7/bo2PPfaYDh48qOnTp2vAgAGqVq2aLrzwQuXk5GjXrl3e5YQDBgwwPZZKlSrp888/16OPPqrMzEwNHjxY5cuXV926dVWmTBnt37/fmxF08cUXFyhIf+edd2rNmjX65ptv9Kc//Un169dXhQoVtGXLFuXm5qpWrVp66623gr1cRapZs6bee+89PfTQQ/rPf/6jzz77TBdddJHOO+88HT58WLt375bH4/FmrpXk8ccf1+DBgzVp0iTNnj1bderU0Z49e5SVlaXBgwdr2rRp3jtA+uratas+++wzjR49WnPnzlW1atUUExOjtLQ0XX311YqNjdWIESP0wAMP6Pvvv9cNN9yg+vXrq3Llyjpx4oR27Nih3NzcQgXnO3furD59+mjSpEl66KGHVKdOHVWqVEnbtm1T2bJlde+99+qDDz4I+Lp99913+u677xQfH6969eqpfPny+vXXX7V//37vHSD/8Y9/qGbNmt5jrJ5DsF5//XUdO3ZMS5cu1a233qpatWqpWrVq+v3337Vz505vwO7vf/+7pHOZaZMmTdKkSZN0/vnnq27duvJ4PNq1a5eOHz+u+Ph4vfjii7aOEQCAaEWwCwAA2O7666/XzJkz9Z///EdLlizR9u3bFRsbqxo1auj6669X586d1alTpwLHxMXF6c0331T37t31xRdfaN26ddq4caPOP/98NWjQQJdffrluvPFGXXTRRQGNpWrVqho/fry+++47zZw5U2vWrNGOHTt09uxZVatWTTfeeKNuuukm3XDDDYqL+7+PRjExMXrrrbd01VVXafLkydq0aZP27dun2rVr67rrrlNaWlpIs2hatWql9PR0jRkzRgsXLtTOnTuVl5enGjVq6KqrrtK1117rXYJXkk6dOmn06NEaOXKkNm7cqO3bt6tRo0Z67rnn1KNHD02bNq3I41q3bq2hQ4dqzJgx2rZtm3eZ56233urdp3r16po0aZK+/PJLpaena8uWLdq7d6+qVq2qZs2a6YorriiQSZXv5ZdfVtOmTfXZZ59p+/btOnnypDp16qTHHntMq1atCvh6/fOf/9TSpUu1ePFibdiwQQcPHtSOHTtUrlw5paSkqH379urXr583W82X1XMIRvny5fXRRx9p5syZmjp1qn766Sdt2LBBlStXVkpKilJTU3XDDTeobNmyks7Vw3vttde0ZMkSbdq0Sdu3b5ck1apVS926ddO9996revXq2TpGAACiVYzHSp44AAAAAAAAEIGo2QUAAAAAAADXINgFAAAAAAAA1yDYBQAAAAAAANcg2AUAAAAAAADXINgFAAAAAAAA1yDYBQAAAAAAANcg2AUAAAAAAADXiHN6AKGWlZXl9BBsValSJR09etTpYQBRizkEBIc5BASHOQQEhzkEBMcNcygpKanEfcjsijKxsTxlQDCYQ0BwmENAcJhDQHCYQ0BwSsscKh1nCQAAAAAAgFKBYBcAAAAAAABcg2AXAAAAAAAAXINgFwAAAAAAAFyDYBcAAAAAAABcg2AXAAAAAAAAXINgFwAAAAAAAFyDYBcAAAAAAABcg2AXAAAAAAAAXINgFwAAAAAAAFyDYBcAAAAAAABcg2AXAAAAAAAAXINgFwAAAAAAAFyDYBcAAAAAAABcg2AXAAAAAAAAXINgFwAAAAAAAFyDYBcAAEAUmbFpjPpNaq0Zm8Y4PZSoxPUDAEQj3r8CQ7ALAAAginy+boQOntitz9eNcHooUYnrBwCIRrx/BYZgFwAAQBS5o/kQVS9fR3c0H+L0UKJSqK8fv7wDAOzg/37C+39gYjwej8fpQYRSVlaW00OwVVJSkuvOCQgn5hAQHOYQYKzfpNY6eGK3qpevowl9VhbazhwCghPOOTRj0xh9vm6E7mg+RDc3HhiWPuGsSHrOS3o/scoN70NJSUkl7kNmFwAAAFzFyewqfnkH3INlY6VPKJ5zq+9JvJ8Eh2AXAAAAXMXJLys3Nx6oCX1WOp4RACB4BBvO8X/9s+MHBatthPo4/+fcjnO1+p5k9f2E5fTnEOwCAADwwwfF6BaKL6hkeAClD8Hrc/xf/+x4PbTaRqiP83/OzR5n9LnB6D3Jrs8bvu3wfnUOwS4AABDxwh18CscHRSd/GbejjXAfF4hQfEElwwNw3oxNY9R9dKOI/yHCbT+Y+L/+2fF6aLWNSD3O6HOD0XuS1c8b/n9jvu2EIjstGhHsAgAAEc/ow2Aogi7hCGz4npPVc3Dzr+uBCMUHef82WU4COO/zdSO079jOiMhYMZrbVl/fQ/16YbV9/9c/O35Q8G0jkGWSVvs26s/scUbCHYTzfy/1bcdqdprbEOwCAAARyffDqNGHwVAEXcKxdMX3nKyeQ7T8um72uTTbhv//hyIYGshzYvZLL4Dg3NF8iC48v17IfogI5PXCaG5bfX0P9Y8Bkfp6FIplkqF4XTZ6H7IjCBcI//dSo3ZKa2YywS4AABCRfD+M2vUhzijoEu4MHN9zsjoWu39d92fXr+tmn0uzbfj/fyiCoYH8XZn90gsgODc3Hqhv0raG7IeIQF4vjOa20eu71TZ9Gb02B7K8LdyKG7ddyyTNBvasvueGIihndA5GAnkvLa2152I8Ho/H6UGEUlZWltNDsFVSUpLrzgkIJ+YQEBy751D+B9L8tHuz26zqN6m1Dp7Yrerl62hCn5Wmt5ll15jtGIsRs9c9/4O8mXHY8VwG0kYo2jTL6lgk3oeAkpQ0n4qbQ77HSbI070PxvmMXo9dms9ucPicr722BjN+3/fxrEehxRuMK5rXf7DmF+v1fcsf7UFJSUon7EOyKMm74wwScxBwCgmP3HArHhzpfof6SY9f5mP3SZrUNs0E/q18WAjmuuDbC8SXN6vMVzPPM+xBgrKT5Vdwc8j1OUkh/2HCC0Wus1dffULzG2v0+G8jzFYrgk1VWA1rhCE664X2IYJcIdgEoiDkEBCd/DgXyYcwo6GJHUCeShDsbzexxkkwHkez4shBIRphR305muIXiOIn3IaAkocjsMrstkt97QvG6HYrXWDt++PAVLc+PP6cDWkbc8D5EsEsEuwAUxBwCgpM/hwL5gBzuX9ud/hBp91jsCCz6/nc4roldz0G4n0t+UQcin5U5FOol7FY5vaQy1BlNVn/4sNKX0+/3/iJ5bG54HzIT7KJAPQAg4oW7cHgouOEcfFktuGt0nF2FcyPpblO+Y7Hrlu9m+/M9zq7itKEonBuKW8xbFUl/O4AvJ99DIvn9y+zY7Hjvses6mC2iHo7XI9/XWKM7DRrx389qcX4rIvk1u7QWhY8kBLsAABEvkj/MmBXJ5xDIB9ruoxsVeYttswELow9/dn0wDPfdpozO3Xcs4fgbiMYvFpE0N5y+UxlQHCfniX/fdgR97Aocmb0udrz32PUcmL07Yrhfj6zeadBov1AHfHjNhhGCXQAQgEj+dTOS2H2d3PBhJpLPIZAPtPuO7XTsF2izIikbKJy/cPv3FwqhOIdImhv8Eo9I5eQ88e/bjtd7u94zwnld7OrLt51w/ABkZVxF/b/Z48KJ12wYoWZXlHHD+lrAScHOoWi9g0+4cZ0C43RdB7P9z9g0Rl+sH6nelz5kWFtECn19KKevWaSOBZGPz3LhEep5WZrnfbhrEfpjDgHBccMcokC9CHYBKCjYOVSaP9wGgi8ZgYmm4KCZORSO8zHbR7hvJw6UhM9y4WH361C03CnUaeF4zY3EORStzxdKp0icQ4GiQD0A2Ix0aXOMCp7aweryh0hdhhrIEgCjc4iUOirhWNJgtg+7lsqYLSgMIDh2vU7b/TrkP+9DXdTc6HUmFIXSrfbhv18oxh0Nr7nRMEZEv6nTPOrVJ09Tp7k6X8k2BLsAACEVisK2vl8yArl7UDi+PFhhVOw9kC8SkVJHJRxBYbN9hOIOj5FUYwoIt1AH1e16z7D6OlRcf/7zPtRFzY1eZ0JRKD2Q9xqjsYRi3E6+5poNLvC+gHAYN8GjAwfO/RslI9gFAA6IlAyccDBb2DaQ8/H9khHI3YOsfgi3+gu3Vb5jCeSLhB0ftv3biJa/s+KE4g6PZHjCbQKZ56EOqhu9Z4Tj9ai4/qzOe6uvy0b9BfI6bfTjidHdYq0WJw9k3HZci1AzG1zgfQHh0L9fjGrUOPdvlIyaXVHGDetrASeFcw4Z1W+wo9aHURtGfTtdw6i4ff3PJ5Ci6b77WT0/O54vu2q4mC32bsd1L4n/OfE+BAQnEudQIK9ddtyMwuprV35AJpT1AK30F47XYiNGz5/vNkmWPjeEQyD9h3MOTZ3m0bgJHvXvF6M/3kKAoTSIpOc8VGOJxPehQFGgXgS7ABQUzjlkNRhlltXgjNWgklH/dnwBCXfx30DGYjZ4KIX+LoS+Avkb8903/zmz8sWM9yEgOL5zyOkAQz67guGhZtePG1b7K04g1yEUnw2M3oecfI8KRCDXkPchhFKvPnk6cECqUUP6apI9C+GsBq1CMRbJHXOIAvUA4CCjdH2jdHezyzSsLhUwu6ywpHHZXcPI/3xCXf8ikJoxRtfad99wL2MIZFmm0XIVIyzNAELHyaLWTi7Rs8p/nGaXOAZS29Gov+IEsqwwFDWtjJb2+26L5Ndzal5FNv/aZXYUSrfaRqiP818qaMe5Wq21ZXXZIoXszyGzK8q4IQoLOGXGpjH6Yv1I9b70obAsi7PK6V/KzY4rUjISjFjNfgtkGajVJaNOZiQE0zfvQ0BwrGR2hSIbOFLfa6y2aZRh7H+uVjNdzbJ6bUOd9e0GU6d5NGFijPr19Ti+xMxIJC2Fs4N/hpEdGUdW24jU44ye83D8Pfj2kR9cK27MbvgsR2YXAPj4fN0I7Tu2s8QC5IEUPC+ujUC2+fP9dTMcxXit/nIdyb8Q57NarN5sJleg+5rdZgejcUXDcwe40YxNY9R9dCPva7rvXAzFnWSN3tuMXgONippbFYrXPN/rF0hGs9VMV7OcLMQeSa/vofgMM26CR3v35UXE3eiMsmd8M3kCybKJ1Iwc/wwjOwqlG7VhdB2s9h3q44yyt/54S4y+mhRbZKDLrkw13/5DkZ0WjcjsijJuiMICTjHK7DL6lddshkwgvyqbFUg2VTT+mhsp9VZC1abbni+J9yEgGIHUU/RlR43GQDKYzBY1N+J0lrRZTo4rUq+JXUKRPRjqzK5AMnCMMn4CybIx26ZVvmORFJEZZ/7X3Y7rEO5Mq3DX5fI/zqh//33d8FmOAvUi2AWgoOLmkB3FeY2+SNh1h8BQfFEy2i/UH8SdLEIPa3gfAqwz+tHFaiHxUATV7RhLOO6cGO3c/h4Yqs8QoXwfCiTwYDa4EUgQxI42jQJHkkJS8DxYgQRurLZpdpsR/3HZMU6rbQTzd+WGz3IEu0SwC0BB+XPIrg9g4f5V1uqXGrMfqI3qmoTig7jbf9V2I96HgOCYmUN21RQMt1DXwnIbp5+vaFXcHDKbweR0bSWrzGaLGQWOJGczu4q7vnY9J1b/Bsz2EYraZUbnEKrnyA2f5Qh2iWAXEIy4dROVkDFaOalpOtO8r9PDsUX+HIqkX1PD8WE3UjO7EH14HwKCY2YO2bFs0Yn3Nt4zEA7FzSGzGUyhCFCEg++48wNeRQVrpMgMaPmfg9lrH8gx4S5CH4rAVDj+Pt3wWY4C9UCUi1s3UYmjr1PcuomO9J+QMVqxx/cqIWO04X5Oj9OKSLrFdThuPW+2YK3/fpFU6BYASguj195ACrGHm9X3jHDcjAXu51uU26hAd7QW7/Ydt3/Bc9/i5EbF0P2F4tyNCrVbKRIfyDGhLkLvf22tFp4PRQF+FEZmV5RxQxQ2lEKdiRTuTKfE0dcp9vhe5VWspZNp80Penz+z5+v0OAMRiXOIX8IRTSJxDgHRhDlUmNMZaYguVuZQKOo32SEUy/fCURzd7Fik0GaZRfKy00j9m5Pc8T5EZhdKHbOZSE63bzYTKic1TXkVayknNS2o/qw607yvTqbNLzGw5z/OaMz0chLZUwCA0szpjDREL7OZSUbZMmYzaezKgvJtxygLymibv0CyuXwZnbvZ8/Xfz3csgZyDFaFuPxh2/M0hOGR2RRk3RGFDKVoyu6IpE8qKUJ9fMM8DcwgIDnMICA5zCAiO7xwKZ4aMXX0Z1d7yFe6sJaO7OBqdr9F+oT6HSM7simRueB8iswuljtlMJKfbdzpjy4pAsrWMzs9sO0b7GWXY+R5HhhkAAIB7hTNDxq6+jGpv+bKarWWVf5aU2fM12i/U5xDua4ToQmZXlImGKGw03sHP6pjDfa5m+wvFuKxma/mPxWw7Rvv5t+n7//mBsLyKtSSpUBvRMIeASMYcAoLDHAKCwxwKDbKkSg83zCEyu1wskIyVcGe32FHXymjMdp2PbztWxxzuuxWa7c9s5lMgrGaj+Y/FbNaX0X7+GXa+ffgeF40ZdAAAAIgu0XJHRyNkScFtoibY9cMPPygtLU1t2rRRixYtdNttt2nGjBlOD8sxgQRnrAZkwh0UMQo+2RGY8ldcgCQQvsdZXXZntT+r+1kdi9UlnP5j8W3H/5r5js2/P6Pr69uH73GhXtYKAAAARHKhdKC0iopg14oVK9SvXz+tXLlSN954o+644w5lZWXpySef1AcffOD08BwRSHDG7L7+QRA7giKBBNCMgk9WA1NWAiRWz9XoetmVYWQ0Tt9zNQoUhTvbyWjMgWR9GV3fcAa13PDLHQAAAOzD3fWAyBPxNbvOnDmjLl26aP/+/Zo0aZIuueQSSVJ2drb69u2r7du3a+bMmWrQoEGRx0f7WlR/wa6vNarlZFQHyWoQwb/uUiB1mOzY5ttffj0nM+dj5dxDcf0C6c/o2kbq3R8DuUZ2Xc9g51A47/oDRCI31HkAnMQcAoLDHAKC44Y55IqaXcuXL9fOnTvVvXt3b6BLkipUqKDBgwfrzJkzmjJlioMjDJ+4dROV+1broOpYBZIdY5ShZZZ/po7Rsj+j7JxAsoOK69/q0k+z525UR8qI1WsbSFaU2WyucNd3CyQjK1KWJPLLHQAAAABEtogPdmVkZEiSOnToUGjblVdeWWAft0vIGC0d3V1k8MRsYMU/6GFHkMyIUQAtHHWsfPuzuvTT6jitLh+12r7VYKHVsYQ7MBYpKN7pDJaPAgAAADAr4oNdv/zyiySpfv36hbZVqlRJSUlJ2rFjR5hH5Yyc1DSpUp2gMnesZh+Fos5TOOpYWdnPf1+r4zTbX6jbD0QgY7ErWAl3sjs4ReFXAAAAAGZFfM2ue+65R0uXLtWcOXOKDHh17txZ+/fv1/r164s8Pi8vT7GxER/Tc8zZjDHKWzxCsVcPUZnUgSE/DiUL97Xlb8AZk744pY8++V333XOe+vQu5/RwbHf9TVnauy9PtS6M1dxZJa+pL4nbrxcAAAAA+8Q5PYBQO3r0qNNDsJWZYnIBFfJu1OPcP5IUQJG6xIXDFXt8r84sHK6TJ0+GtBB7aeN7bY/lPzeR2J/Fvx2nhbMg49RpHo2b4FH/fjGFlj1++NG5QvcffnRCN1z/u+3tO61fX4/GTTj3bzuu9w3Xn/tH+l1ZWdaul9Mi+fkKhBuKmgJOYg4BwWEOAcFxwxxyRYH6ChUqSJKOHz9e5Pbs7GxVrFgxnEOKeOFYXmZHTSsULRRLRiOpv9LEaOmdHYXuI3lpn29tM+ptnRPJzxcAAADgJhEf7GrQoIEkFVmX6+jRo8rKyipyeWNpFo7ghR01rVC0cN91MFLuchgOU6d5dP1NWSUGXfyDM1aDNUYBLTsK3Ru1bzTmcAef/IM8dvQfjQE07uQJAAAAhEfEB7vatGkjSVqyZEmhbUuXLpUkpaamhnVMkY5gCVC0cRM82rsvr8jMGt/giX9wxmpGjtWAltlAjlH7RmMOd4aRf5CnuP4DCWBZPQcng2TcyRMAAAAIj4gPdrVv315169bVN998o40bN3ofz87O1nvvvae4uDjdeuutDo4QQLTo3y9GtS6MLTKzxjd44h+cMZuRY1c2lR3BKKMx+2+zGgDyPc6oDf8gT3FjCyQDzLeNQDLxInUpodOZak73DwAAANgp4u/GKEnLly/Xfffdp/j4eHXv3l0VKlTQnDlztHv3bj366KN68MEHiz022guv+XNDMTnASflzyL9YuNXi4b7H5QdSatSQvppU8LeEXn3yit1m1KYkS+MKhNmx+V8j3+MkmT4/K+0btem/n9FxRs+zkwXkA/n7cLp/3oeA4DCHgOAwh4DguGEOuaJAvSS1a9dOEyZMUKtWrfTtt99qwoQJqly5st58803DQBcAFMc/w8fqEjOjjDBfgdRr8h1LKOpdWR2b/1h8j7OjHpXZDLCSxm+1VppR1leoM58CuX6hqMdGPTEAAAC4SVRkdgUj2iOW/twQhQWcVFxml1WhzgYKJNsp3GNxG6Pzs5r9ZsdYJJn+GwhHhhjvQ0BwmENAcJhDQHDcMIfMZHYR7IoybvjDBJwUiXMokACJ1YCM2wNVdgtkmavZpayBMFoiGuqlmCW1EYlzCIgmzCEgOMwhIDhumEOuWcYIAG4WSNF0o2V4RkvRzPYRSLH3aGB1yV8gy1zNLmUNhNESUd+x+J+DHXd8DMfSWQAAACCUCHYBgMPsCpBYDYT58g90hPruhaEOpBiN32ib0fXyH7PvvnYEm6SCz6XVOmMljbs4/uceqXewBAAAAIpDsAsAHGZXgMSOPgIp9m6HUAdSrN40IJAAk9G+oSgmb/Yc/Nv3HbdR31ZvFAAAAABECmp2RRk3rK8FnMQciizRWEsskDE7WUzev327aosxh4DgMIeA4DCHgOC4YQ6ZqdkVF4ZxAABQpPxletEkkDHnB5aKyywrbpsd/Nv3H3co+wYAAACcRGZXlHFDFBbmOZ314nT/ocAcAoLDHAKCwxwCgsMcAoLjhjnE3RhR6oS62HW470rmdGFoq3fwAwAAAADAKQS74CqhDg7Z1b7Vu6KFm9U7+AEAAAAA4BSCXXCVUAeH7GrfbHAoHHfps6N//+tCphcAu/G6AgAAALMIdsFVQh0csqt9pzO27OZ/XUKd6cWXXqB08J3rRq8rpe01obSdLwAAQKAIdkWpQD7ohvtDcTR+CLc6ZqvHOZ2xFWqhDuaxbBJwnl2v9Ubt+M51o9eVULwmRPJ7Ga+BAAAAxgh2RalAPuhaLTJu9YO+HR/CjfoOxRcsq2MO9xcOs+ceii9pgbTpG8yz+ndltJ/Rl17f4yL5yyoQ7QJ5/TOal0bt+M51ox8JrAbYzQbaIo3bsoMBAADsRrArSgXyQddqkXGrH/Tt+NLh37cdgSl/ZjMGjJg9zq6gi9lzD8VyH7sCgmbHZrSf/5fe4o6L5C+rQDSaOs2j62/K0tRpgb1uGs1Lo3bMZsFazZY1G2iLNG7PDgYAAAgWwa4oFcgHXaMsG1/+H+ytftC3mtVjFHwy2mY1C8xsxoDVcy3u3IJh9jkJxXIfuwKCZscWyPNc3HGR/GUViEbjJni0d1+exk3wGAad/RnNS7Ovo3bx7cOOQBsAAAAiT4zH43F1ykNWVpbTQ7DN1GkeTZgYo359PYU+fOdntOQHborTq0+eDhyQatSQvppkPtZptv2S+jPq36gPo21Gbfpu698vxvQ5WDlfq+dmF7PXT1LIx2KW/5itPs+BXN+kpCRXvS4A4WT0PmT1/cXuNoLpIxyv1U72h8jA+xAQHOYQEBw3zKGkpKQS9yGzK4r4/qJe1DYz2TqBZMtYab+k/nz/379vo1/RrdZq8d1mtc6Z2WtkdG2Nxm9XcXyj8/PdFknZCv5jtvo8R9I5AW72x1tiNHdWkq11s+xuI5g+wr302cp7DQAAAEpGZlcUsSOzy5/ZX9FD8etzOH7B9xXIOfjum/9lJNBxmj0/q9fB/zirmXFW9rOLE1kNbvglA3CSmTnkdMaS1f6dfA20+l7j9LVG4HgfAoLDHAKC44Y5ZCazi2BXlLH7D9PJD8mh6HvGpjH6fN0I3dF8iG5uPNCWNn3HWSZlrOn27QgwGZ2P0wHIaP2C5YYXd8BJZuZQuH/MiKT+wx1oc/paI3C8DwHBYQ4BwXHDHCLYpdIZ7HK6PpST+k1qrYMndqt6+Tqa0Gdl1LXvdH/+z6tRsC1av2C54cUdcFKkvA9Fav92vTaGMyPX6ecr3Jw+X96HgOAwh4DguGEOUbPLxWZsGqN+k1prxqYxhbaFo+ZIpNYZuaP5EFUvX0d3NB8S0e0bPX++1zPU5+Pfn3/tq8/XjdDBE7v1+boRhY7zrXtjdD4ASp9w1NEzeu9xso6fXXXHzL6X23Gu4a5V5rTSdr4AAJRGBLuilNkghGQcWLHKqPC7k4GPmxsP1IQ+K21bwhiq9o2eP9/rGerz8e/Pn1GwzfcLltH5AEAoRGrAwj/4ZPUHoXAU6w+2r0j6sSsQ4by2AADAGQS7opTZIIRkHFjx5R+kMgpa+fbh/6HRjsBHuANmVvuzepzR8xfuD+FG/ZkNtvmfD5leAELN7GtlOAIyRn1YDcr5vs/adddeM30Fwuq5OR0k4w6+AAC4HzW7ooyV9bVmi7b714eyWi/KapF43+PyA2ZF9W1XEXqz/RkJd02taBHq6xLM34Ab1qgDToq2ORSO+oJGffjWh5IU1iL0vsflZ2Ln9232Dr5GY47kovpO1+UyEm1zCIg0zCEgOG6YQ9TscpkZm8ao++hGAWfL+GbnGGXc+GfnWK0XZdSfUf++GWFGmUJ2LZkz6s8ss8fZlelktp1QZFYF0qbRdbFjbCybBGBWKLJl/TOTjPrwzSKymgll9RyMSg4YjcV3m9F+gWRI+V6zcGQwO7nM1enMNQAAQGZXVDHKlrGavWWW1UyaQLLFjPrwPS4/Eyt/P6PjrG6zwuz4g8l0MtuOHX8rVvv259+f2XbseF4lFdrPDb9kAE4qrXPIN1MoP5ASaGaSk3dL9n/cjsyuQIT7Dr6RfEfO0jqHALswh4DguGEOkdnlMnc0H6ILz69XZLaM2UwXq7WVrGbSGGWL+fdtVB/K9zj//YzG5rstkP6sZB8ZjcOuuyqabcdoP7ueS7P8+zOb9WU0Tv/nrrjjyAADYBffTCGrmUnhqBVVXEaTf99GY/HdZjV7y1+os7n8+3bDHTkBAIB1ZHZFmeKisKHO1rE7CyqQvktiNssnkLpcRplkZscRimtmJJhsJ6fG5c9qBl9xx0lkdgF2K61zKJJrQPmKlIwm/xphdjDKTrOabRdM/1aV1jkE2IU5BATHDXPITGYXwa4oY+YPM5DgQrgDMk72bfW6hLp4vR0F/UtaHhiphfQDCRDatTTTDS/ugJOYQyhOKJZ6GrVpNrhmNUjlf5xdSzGZQ0BwmENAcNwwhwh2qXQGu8IR2HAySBZudgWjimP1+fI/zo76ZOF+XgM5d7vG5oYXd8BJzKHSzWzgyK47NVq9o6RRm1bHQmYXEBmYQ0Bw3DCHCHapdAa7whGwsLLMD0ULdTAtEOHOAHMiaOqGF3fAScyh0i3UheYDKaRvtU07tgWDOQQEhzkEBMcNc4hgl0pnsCsc7Fjmh6JFy9LSaM3ui5Q5BEQr5lDpFooAUKTUGQsmeBdI0Mx3DkVLLTggkvA+BATHDXOIuzEiZHzvhmfXnQZxTrjvIOh7J0OjO1T6406HAFD6hOIuh8XdQTIc7LpzotE5WN0WTkZ30gxmXydFyzgBAKFBsAtBCyRAgpKFO3hoNWhFkBMAYAe7Ak5WWA3e+QdSjM7B6rZwCiToZkeAzigQZVeQKlICiQAAZ7CMMcq4IeUQkSValyNaxRwCgsMcgpuFuuj91GkeTZgYo359PRFRP8xK+3aMxej6hWNpKaIb70NAcNwwh1jGCKBEZOYBAHCO2WwgqxlZ4yZ4tHdfnq3LHa1mQvkeF0iGm+++VvsOJNvNah+hWHLrK9zLJFmWCQCBIdgFAAAAyHwQy2ogpX+/GNW6MNbW5Y5mA2H+wRI7lvlZbcPo+vlv8+3DyYBPKK5fIErTskwCewDsQLALAAAAUOizgf54S4zmzkoqMcjj/2XfaFxmA2H+wRKj48wGG8JRc8y3j3AEfIo790CuXyg4Wd8t3MGn0hTYAxA6BLsAAACACBLIskWjIJlvgMQ/WGIUQDObTRVIcNCO5Yh2LXE0Uty5B3L9fNmxzDSQ/kLB/+8x1MGvSLlxA4DoRoH6KOOGYnKAk5hDQHCYQ0BwzMwho+Lq4S7unh/oCLZNu8ZWXJv5Yw22IL3d5271vI2OC3fxff/+QvFcBoL3ISA4bphDFKgHAAAAoozVZYt2ZcQYZVMZMaoRFopsHbNLHP3HYjZbzeyYjdqzet5W67SFgv/fox3PJXW5AIQamV1Rxg1RWMBJzCEgOMwhIDhunkO+GT+Swpr9E0g2nN0ZYYFkOtmRlWVXZle4M8R8BZMd5uY5BISDG+YQmV0AAAAAwsKoRlioBZINZ3fR+0BqidnRn/+5ms2SMrqjZCDZb0ZtRtLNDQCUbmR2RRk3RGEBJzGHgOAwh4DgMIciSyiym6zW27I6FrP9+dcgM9pmNvPKKGsuVLXGmENAcNwwh8jsAgAAAIBihOIuh0ZZS2bvgmm1P6PsLaM7ShplvwVyrqGoNUZ9LwBWkNkVZdwQhQWcxBwCgsMcAoLDHCrMydpRkcSO6+CfWRVJ19auzDXmEBAcN8whMrsAAAAARLRw310wUvhnLNmRZWaUveU0q2OhvhcAK+KcHgAAAACA0sv3joiliW+Qz65g1B9vcT6Dy25uPCcAoUdmFwAAAADHRFL2UTiRsfR/qMsFwG4Rm9l18uRJzZ07VwsWLNCmTZu0b98+JSQkqHHjxurbt6+6d+/u9BABAAAAwBIylv5PKLLcAJRuEZvZtXLlSv3lL3/R8uXL1aRJEw0cOFA33HCDNm/erCeeeEKvvvqq00MEAAAAAASJLDcAdovYuzFu2rRJW7du1U033aT4+Hjv47/++qt69+6tPXv2aPLkyWrWrJlhO9F+lwF/brhzAuAk5hAQHOYQEBzmEEqLUN0JkjkEBMcNcyiq78bYuHFj3XzzzQUCXZJUtWpV9enTR5KUmZnpxNAAAAAAAAZK6102AUSGiA12GYmLO1dqrEyZMg6PBAAAAADgj6WJAJwUsQXqi3P27FlNnTpVMTExuuKKK5weDgAAAADADwX4ATgp6oJdw4cP15YtW9SrVy8lJyeXuH+lSpUUGxuVCWzFMrM+FUDxmENAcJhDQHCYQ0BwmENAcErDHAp5sKtt27Y6cuSI6f3Hjh2rtm3bFrlt0qRJ+vDDD3XJJZfor3/9q6n2jh49arrvaOCGYnKAk5hDQHCYQ0BwmENAcJhDQHDcMIfMBOtCHuzq3r27Tpw4YXr/qlWrFvn4V199pRdffFHJycn65JNPVL58ebuGCAAAAAAAAJcIebDr+eefD7qNL7/8Us8//7waNmyoMWPGlIqUOwAAAAAAAAQu4otZffnll/rb3/6miy++WGPGjFGVKlWcHhIAAAAAAAAiVEQHuyZPnlwg0HXBBRc4PSQAAAAAAABEsIi9G+OyZcv0/PPPy+PxqHXr1vr8888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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ + "D = 3 # Dimension of random walks\n", + "N = 300 # Number of steps\n", + "sections = 5 # Number of sections\n", + "period = N / sections # Number steps in each section\n", + "\n", + "Sigma_alpha = rng.standard_normal((D, D))\n", + "Sigma_alpha = Sigma_alpha.T.dot(Sigma_alpha) # Construct covariance matrix for alpha\n", + "L_alpha = cholesky(Sigma_alpha, lower=True) # Obtain its Cholesky decomposition\n", + "\n", + "Sigma_beta = rng.standard_normal((D, D))\n", + "Sigma_beta = Sigma_beta.T.dot(Sigma_beta) # Construct covariance matrix for beta\n", + "L_beta = cholesky(Sigma_beta, lower=True) # Obtain its Cholesky decomposition\n", + "\n", + "# Gaussian random walks:\n", + "alpha = np.cumsum(L_alpha.dot(rng.standard_normal((D, sections))), axis=1).T\n", + "beta = np.cumsum(L_beta.dot(rng.standard_normal((D, sections))), axis=1).T\n", + "t = np.arange(N)[:, None] / N\n", + "alpha = np.repeat(alpha, period, axis=0)\n", + "beta = np.repeat(beta, period, axis=0)\n", + "# Correlated series\n", + "sigma = 0.1\n", + "y = alpha + beta * t + sigma * rng.standard_normal((N, 1))\n", + "\n", + "# Plot the correlated series\n", "plt.figure(figsize=(12, 5))\n", - "plt.plot(t, y)\n", + "plt.plot(t, y, \".\", markersize=2, label=(\"y_0 data\", \"y_1 data\", \"y_2 data\"))\n", "plt.title(\"Three Correlated Series\")\n", - "plt.show()" + "plt.xlabel(\"Time\")\n", + "plt.legend()\n", + "plt.show();" + ] + }, + { + "cell_type": "markdown", + "id": "32971238-df46-4651-adc5-87033c191aa0", + "metadata": {}, + "source": [ + "## Model\n", + "First we introduce a scaling class to rescale our data and the time parameter before the sampling and then rescale the predictions to match the unscaled data." ] }, { "cell_type": "code", "execution_count": 4, + "id": "29a3717e-d634-42c1-891c-2db16a5c08ca", "metadata": {}, "outputs": [], "source": [ @@ -109,9 +155,18 @@ " return x * self.std_ + self.mean_" ] }, + { + "cell_type": "markdown", + "id": "a67fa460-2ca1-4899-98a6-1b428c2215f3", + "metadata": {}, + "source": [ + "We now construct the regression model in {eq}`eqn:model` imposing priors on the GRWs $\\alpha$ and $\\beta$, on the standard deviation $\\sigma$ and hyperpriors on the Cholesky matrices. We use the LKJ prior {cite:p}`lewandowski2009generating` for the Cholesky matrices (see this {func}`link for the documentation ` and also the PyMC notebook {doc}`/case_studies/LKJ` for some usage examples.)" + ] + }, { "cell_type": "code", "execution_count": 5, + "id": "c232abfe-9129-49c3-869e-b6eb9bc6945e", "metadata": {}, "outputs": [], "source": [ @@ -131,68 +186,66 @@ " y_t = theano.shared(y)\n", " t_section_t = theano.shared(t_section)\n", "\n", - " with pm.Model() as model:\n", - " packed_L_α = pm.LKJCholeskyCov(\"packed_L_α\", n=D, eta=2.0, sd_dist=pm.HalfCauchy.dist(2.5))\n", - " L_α = pm.expand_packed_triangular(D, packed_L_α)\n", + " coords = {\"y_\": [\"y_0\", \"y_1\", \"y_2\"], \"steps\": np.arange(N)}\n", + " with pm.Model(coords=coords) as model:\n", + " # Hyperpriors on Cholesky matrices\n", + " packed_L_alpha = pm.LKJCholeskyCov(\n", + " \"packed_L_alpha\", n=D, eta=2.0, sd_dist=pm.HalfCauchy.dist(2.5)\n", + " )\n", + " L_alpha = pm.expand_packed_triangular(D, packed_L_alpha)\n", + " packed_L_beta = pm.LKJCholeskyCov(\n", + " \"packed_L_beta\", n=D, eta=2.0, sd_dist=pm.HalfCauchy.dist(2.5)\n", + " )\n", + " L_beta = pm.expand_packed_triangular(D, packed_L_beta)\n", "\n", - " packed_L_β = pm.LKJCholeskyCov(\"packed_L_β\", n=D, eta=2.0, sd_dist=pm.HalfCauchy.dist(2.5))\n", - " L_β = pm.expand_packed_triangular(D, packed_L_β)\n", + " # Priors on Gaussian random walks\n", + " alpha = pm.MvGaussianRandomWalk(\"alpha\", shape=(sections, D), chol=L_alpha)\n", + " beta = pm.MvGaussianRandomWalk(\"beta\", shape=(sections, D), chol=L_beta)\n", "\n", - " α = pm.MvGaussianRandomWalk(\"alpha\", shape=(sections, D), chol=L_α)\n", - " β = pm.MvGaussianRandomWalk(\"beta\", shape=(sections, D), chol=L_β)\n", - " alpha_r = α[t_section_t]\n", - " beta_r = β[t_section_t]\n", + " # Deterministic construction of the correlated random walk\n", + " alpha_r = alpha[t_section_t]\n", + " beta_r = beta[t_section_t]\n", " regression = alpha_r + beta_r * t_t\n", "\n", - " sd = pm.Uniform(\"sd\", 0, 1)\n", - " likelihood = pm.Normal(\"y\", mu=regression, sigma=sd, observed=y_t)\n", - " trace = pm.sample(n_samples, cores=4)\n", + " # Prior on noise ξ\n", + " sigma = pm.HalfNormal(\"sigma\", 1.0)\n", + "\n", + " # Likelihood\n", + " likelihood = pm.Normal(\"y\", mu=regression, sigma=sigma, observed=y_t, dims=(\"steps\", \"y_\"))\n", + "\n", + " # MCMC sampling\n", + " trace = pm.sample(n_samples, cores=4, return_inferencedata=True)\n", + "\n", + " # Posterior predictive sampling\n", + " trace.extend(az.from_pymc3(posterior_predictive=pm.sample_posterior_predictive(trace)))\n", "\n", " return trace, y_scaler, t_scaler, t_section" ] }, + { + "cell_type": "markdown", + "id": "86e8989c-3013-433b-9290-ca4008de8919", + "metadata": {}, + "source": [ + "## Inference\n", + "We now sample from our model and we return the trace, the scaling functions for space and time and the scaled time index. " + ] + }, { "cell_type": "code", "execution_count": 6, + "id": "2af8e8b7-ce8e-4b57-abb5-440db4b9c24c", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "/env/miniconda3/lib/python3.7/site-packages/theano/tensor/subtensor.py:2197: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", - " rval = inputs[0].__getitem__(inputs[1:])\n", - "/env/miniconda3/lib/python3.7/site-packages/theano/tensor/subtensor.py:2339: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", - " out[0][inputs[2:]] = inputs[1]\n", "Only 100 samples in chain.\n", "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n", - "/env/miniconda3/lib/python3.7/site-packages/theano/tensor/basic.py:6611: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", - " result[diagonal_slice] = x\n", - "/env/miniconda3/lib/python3.7/site-packages/theano/tensor/subtensor.py:2339: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", - " out[0][inputs[2:]] = inputs[1]\n", - "/env/miniconda3/lib/python3.7/site-packages/theano/tensor/subtensor.py:2197: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", - " rval = inputs[0].__getitem__(inputs[1:])\n", - "/env/miniconda3/lib/python3.7/site-packages/theano/tensor/basic.py:6611: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", - " result[diagonal_slice] = x\n", - "/env/miniconda3/lib/python3.7/site-packages/theano/tensor/subtensor.py:2339: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", - " out[0][inputs[2:]] = inputs[1]\n", - "/env/miniconda3/lib/python3.7/site-packages/theano/tensor/subtensor.py:2197: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", - " rval = inputs[0].__getitem__(inputs[1:])\n", - "/env/miniconda3/lib/python3.7/site-packages/theano/tensor/subtensor.py:2339: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", - " out[0][inputs[2:]] = inputs[1]\n", - "/env/miniconda3/lib/python3.7/site-packages/theano/tensor/basic.py:6611: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", - " result[diagonal_slice] = x\n", - "/env/miniconda3/lib/python3.7/site-packages/theano/tensor/subtensor.py:2197: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", - " rval = inputs[0].__getitem__(inputs[1:])\n", "Multiprocess sampling (4 chains in 4 jobs)\n", - "NUTS: [sd, beta, alpha, packed_L_β, packed_L_α]\n", - "/env/miniconda3/lib/python3.7/site-packages/theano/tensor/subtensor.py:2339: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", - " out[0][inputs[2:]] = inputs[1]\n", - "/env/miniconda3/lib/python3.7/site-packages/theano/tensor/subtensor.py:2339: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", - " out[0][inputs[2:]] = inputs[1]\n", - "/env/miniconda3/lib/python3.7/site-packages/theano/tensor/subtensor.py:2339: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", - " out[0][inputs[2:]] = inputs[1]\n" + "NUTS: [sigma, beta, alpha, packed_L_beta, packed_L_alpha]\n" ] }, { @@ -213,7 +266,7 @@ " }\n", " \n", " \n", - " 100.00% [4400/4400 01:25<00:00 Sampling 4 chains, 0 divergences]\n", + " 100.00% [4400/4400 30:34<00:00 Sampling 4 chains, 0 divergences]\n", " \n", " " ], @@ -228,26 +281,45 @@ "name": "stderr", "output_type": "stream", "text": [ - "/env/miniconda3/lib/python3.7/site-packages/theano/tensor/basic.py:6611: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", - " result[diagonal_slice] = x\n", - "/env/miniconda3/lib/python3.7/site-packages/theano/tensor/subtensor.py:2339: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", - " out[0][inputs[2:]] = inputs[1]\n", - "/env/miniconda3/lib/python3.7/site-packages/theano/tensor/basic.py:6611: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", - " result[diagonal_slice] = x\n", - "/env/miniconda3/lib/python3.7/site-packages/theano/tensor/subtensor.py:2197: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", - " rval = inputs[0].__getitem__(inputs[1:])\n", - "/env/miniconda3/lib/python3.7/site-packages/theano/tensor/subtensor.py:2197: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", - " rval = inputs[0].__getitem__(inputs[1:])\n", - "/env/miniconda3/lib/python3.7/site-packages/theano/tensor/basic.py:6611: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", - " result[diagonal_slice] = x\n", - "/env/miniconda3/lib/python3.7/site-packages/theano/tensor/basic.py:6611: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", - " result[diagonal_slice] = x\n", - "/env/miniconda3/lib/python3.7/site-packages/theano/tensor/subtensor.py:2197: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", - " rval = inputs[0].__getitem__(inputs[1:])\n", - "/env/miniconda3/lib/python3.7/site-packages/theano/tensor/subtensor.py:2197: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", - " rval = inputs[0].__getitem__(inputs[1:])\n", - "Sampling 4 chains for 1_000 tune and 100 draw iterations (4_000 + 400 draws total) took 87 seconds.\n" + "Sampling 4 chains for 1_000 tune and 100 draw iterations (4_000 + 400 draws total) took 1836 seconds.\n" ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0, dim: steps, 300 =? 300\n", + "1, dim: y_, 3 =? 3\n" + ] + }, + { + "data": { + "text/html": [ + "\n", + "
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\n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ @@ -256,79 +328,191 @@ }, { "cell_type": "markdown", + "id": "5be27698-c47b-47c9-ac96-2fd8c2287ae9", "metadata": {}, "source": [ - "Predict the mean expected y value." + "We now display the energy plot using {func}`arviz.plot_energy` for a visual check for the model's convergence. Then, using {func}`arviz.plot_ppc`, we plot the distribution of the {doc}`posterior predictive samples ` against the observed data $\\mathbf y$. This plot provides a general idea of the accuracy of the model (note that the values of $\\mathbf y$ actually correspond to the scaled version of $\\mathbf y$)." ] }, { "cell_type": "code", "execution_count": 7, + "id": "a3f72a40-faae-4fa7-ba14-2de3c83ca2e5", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "a_mean = trace[\"alpha\"][-1000:].mean(axis=0)\n", - "b_mean = trace[\"beta\"][-1000:].mean(axis=0)\n", - "\n", - "y_pred = y_scaler.inverse_transform(a_mean[t_section] + b_mean[t_section] * t_scaler.transform(t))" + "az.plot_energy(trace)\n", + "az.plot_ppc(trace);" + ] + }, + { + "cell_type": "markdown", + "id": "ffefc1ed-5fb5-44c1-93ab-3be3d6268ea8", + "metadata": { + "jupyter": { + "outputs_hidden": true + }, + "tags": [] + }, + "source": [ + "## Posterior visualisation\n", + "The graphs above look good. Now we plot the observed 3-dimensional series against the average predicted 3-dimensional series, or in other words, we plot the data against the estimated regression curve from the model {eq}`eqn:model`." ] }, { "cell_type": "code", "execution_count": 8, + "id": "2c209fb9-26d5-4bd3-a77c-5f31db0f2545", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ - "plt.figure(figsize=(12, 5))\n", - "plt.gca().set_prop_cycle(\"color\", [\"red\", \"green\", \"blue\"])\n", - "plt.plot(t, y, \".\")\n", - "plt.plot(t, y_pred)\n", - "plt.title(\"Mean Prediction of Three Correlated Series\")\n", - "plt.show()" + "# Compute the predicted mean of the multivariate GRWs\n", + "alpha_mean = trace.posterior[\"alpha\"].mean(dim=(\"chain\", \"draw\"))\n", + "beta_mean = trace.posterior[\"beta\"].mean(dim=(\"chain\", \"draw\"))\n", + "\n", + "# Compute the predicted mean of the correlated series\n", + "y_pred = y_scaler.inverse_transform(\n", + " alpha_mean[t_section].values + beta_mean[t_section].values * t_scaler.transform(t)\n", + ")\n", + "\n", + "# Plot the predicted mean\n", + "fig, ax = plt.subplots(1, 1, figsize=(12, 6))\n", + "ax.plot(t, y, \".\", markersize=2, label=(\"y_0 data\", \"y_1 data\", \"y_2 data\"))\n", + "plt.gca().set_prop_cycle(None)\n", + "ax.plot(t, y_pred, label=(\"y_0 pred\", \"y_1 pred\", \"y_2 pred\"))\n", + "ax.set_xlabel(\"Time\")\n", + "ax.legend()\n", + "ax.set_title(\"Predicted Mean of Three Correlated Series\");" + ] + }, + { + "cell_type": "markdown", + "id": "285b52ba-9b95-4f25-9420-e1cfa0a0d4d3", + "metadata": {}, + "source": [ + "Finally, we plot the data against the posterior predictive samples." ] }, { "cell_type": "code", "execution_count": 9, + "id": "c39b6792-71d4-4639-8804-63e145a9de78", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Rescale the posterior predictive samples\n", + "ppc_y = y_scaler.inverse_transform(trace.posterior_predictive[\"y\"].mean(\"chain\"))\n", + "\n", + "fig, ax = plt.subplots(1, 1, figsize=(12, 6))\n", + "# Plot the data\n", + "ax.plot(t, y, \".\", markersize=3, label=(\"y_0 data\", \"y_1 data\", \"y_2 data\"))\n", + "# Plot the posterior predictive samples\n", + "ax.plot(t, ppc_y.sel(y_=\"y_0\").T, color=\"C0\", alpha=0.003)\n", + "ax.plot(t, ppc_y.sel(y_=\"y_1\").T, color=\"C1\", alpha=0.003)\n", + "ax.plot(t, ppc_y.sel(y_=\"y_2\").T, color=\"C2\", alpha=0.003)\n", + "ax.set_xlabel(\"Time\")\n", + "ax.legend()\n", + "ax.set_title(\"Posterior Predictive Samples and the Three Correlated Series\");" + ] + }, + { + "cell_type": "markdown", + "id": "1c177e79-e53d-446e-97c3-809df9177f1f", + "metadata": {}, + "source": [ + "## References\n", + "\n", + ":::{bibliography}\n", + ":filter: docname in docnames\n", + ":::\n", + "\n", + "## Watermark" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "e07099e2-5167-4df3-a826-09e2b3e9950e", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "theano 1.0.4\n", - "numpy 1.18.5\n", - "pymc3 3.9.0\n", - "last updated: Fri Jun 12 2020 \n", + "Last updated: Sat Sep 25 2021\n", + "\n", + "Python implementation: CPython\n", + "Python version : 3.9.6\n", + "IPython version : 7.26.0\n", + "\n", + "theano: 1.0.5\n", + "xarray: 0.19.0\n", + "\n", + "arviz : 0.11.2\n", + "numpy : 1.21.1\n", + "matplotlib: 3.4.2\n", + "theano : 1.0.5\n", + "pymc3 : 3.11.2\n", "\n", - "CPython 3.7.7\n", - "IPython 7.15.0\n", - "watermark 2.0.2\n" + "Watermark: 2.2.0\n", + "\n" ] } ], "source": [ "%load_ext watermark\n", - "%watermark -n -u -v -iv -w" + "%watermark -n -u -v -iv -w -p theano,xarray" ] } ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -342,9 +526,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.7" + "version": "3.9.6" } }, "nbformat": 4, - "nbformat_minor": 4 + "nbformat_minor": 5 }