{ "cells": [ { "cell_type": "markdown", "id": "c53eb8f5-80a7-4330-9f13-63220177fcc0", "metadata": { "tags": [] }, "source": [ "# Section 5.4 — Bayesian linear models\n", "\n", "This notebook contains the code examples from [Section 5.4 Bayesian linear models]() from the **No Bullshit Guide to Statistics**.\n", "\n", "See also examples in:\n", "- [BambiRegression.ipynb](./explorations/BambiRegression.ipynb).\n", "- [chp_03.ipynb](./explorations/PyBayesianBookCode/notebooks_updated/chp_03.ipynb)\n", "- [ESCS_multiple_regression.ipynb](./explorations/bambi/ESCS_multiple_regression.ipynb)" ] }, { "cell_type": "markdown", "id": "a2d8dda2-58a9-424e-9fb3-32ad6e8777d8", "metadata": { "tags": [] }, "source": [ "#### Notebook setup" ] }, { "cell_type": "code", "execution_count": 1, "id": "aea0223e-aee9-4875-a714-897b6646baaa", "metadata": {}, "outputs": [], "source": [ "# load Python modules\n", "import os\n", "import numpy as np\n", "import pandas as pd\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 2, "id": "efd86c5a-c9d2-4eab-b67d-a65e39b23ef2", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Figures setup\n", "plt.clf() # needed otherwise `sns.set_theme` doesn\"t work\n", "from plot_helpers import RCPARAMS\n", "RCPARAMS.update({\"figure.figsize\": (5, 3)}) # good for screen\n", "# RCPARAMS.update({\"figure.figsize\": (5, 1.6)}) # good for print\n", "sns.set_theme(\n", " context=\"paper\",\n", " style=\"whitegrid\",\n", " palette=\"colorblind\",\n", " rc=RCPARAMS,\n", ")\n", "\n", "# High-resolution please\n", "%config InlineBackend.figure_format = \"retina\"\n", "\n", "# Where to store figures\n", "DESTDIR = \"figures/bayesian/lms\"" ] }, { "cell_type": "code", "execution_count": 3, "id": "df811a10-417d-4389-8bff-30e59b5f6aef", "metadata": {}, "outputs": [], "source": [ "# set random seed for repeatability\n", "np.random.seed(42)" ] }, { "cell_type": "code", "execution_count": null, "id": "618ce6ce-8c01-4ff1-820e-6f582e965c03", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "id": "5b3ae1e8-7793-499a-bb27-987136fd3301", "metadata": {}, "source": [ "## Simple linear regression using PyMC" ] }, { "cell_type": "code", "execution_count": 4, "id": "742077e0-ca9a-4da4-af08-434e85e25575", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING (pytensor.tensor.blas): Using NumPy C-API based implementation for BLAS functions.\n", "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n", "Multiprocess sampling (4 chains in 4 jobs)\n", "NUTS: [beta0, beta1, sigma]\n", "WARNING (pytensor.tensor.blas): Using NumPy C-API based implementation for BLAS functions.\n", "WARNING (pytensor.tensor.blas): Using NumPy C-API based implementation for BLAS functions.\n", "WARNING (pytensor.tensor.blas): Using NumPy C-API based implementation for BLAS functions.\n", "WARNING (pytensor.tensor.blas): Using NumPy C-API based implementation for BLAS functions.\n" ] }, { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "
\n", " \n", " 100.00% [12000/12000 00:07<00:00 Sampling 4 chains, 0 divergences]\n", "
\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "Sampling 4 chains for 1_000 tune and 2_000 draw iterations (4_000 + 8_000 draws total) took 21 seconds.\n" ] } ], "source": [ "import pymc as pm\n", "import numpy as np\n", "import arviz as az\n", "\n", "# Simulated data\n", "np.random.seed(42)\n", "x = np.random.normal(0, 1, 100)\n", "y = 3 + 2 * x + np.random.normal(0, 1, 100)\n", "\n", "# Bayesian Linear Regression Model\n", "with pm.Model() as model:\n", " # Priors\n", " beta0 = pm.Normal(\"beta0\", mu=0, sigma=10)\n", " beta1 = pm.Normal(\"beta1\", mu=0, sigma=10)\n", " sigma = pm.HalfNormal(\"sigma\", sigma=1)\n", " \n", " # Likelihood\n", " mu = beta0 + beta1 * x\n", " y_obs = pm.Normal(\"y_obs\", mu=mu, sigma=sigma, observed=y)\n", " \n", " # Sampling\n", " trace = pm.sample(2000, return_inferencedata=True)" ] }, { "cell_type": "markdown", "id": "1cbabe67-0886-47fa-83f4-be28a7d9cd0b", "metadata": {}, "source": [ "### Summary using mean\n" ] }, { "cell_type": "code", "execution_count": 5, "id": "64dfbaa9-7254-4510-ad12-67de2217e233", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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meansdhdi_3%hdi_97%
beta03.0060.0952.8263.183
beta11.8570.1041.6672.054
sigma0.9570.0690.8281.086
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" ], "text/plain": [ " mean sd hdi_3% hdi_97%\n", "beta0 3.006 0.095 2.826 3.183\n", "beta1 1.857 0.104 1.667 2.054\n", "sigma 0.957 0.069 0.828 1.086" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Posterior Summary\n", "summary = az.summary(trace, kind=\"stats\")\n", "summary" ] }, { "cell_type": "markdown", "id": "9d550a2d-c54f-4b6f-ba41-e836d5db7852", "metadata": {}, "source": [ "### Summary using median as focus statistic\n", "\n", "ETI = Equal-Tailed Interval" ] }, { "cell_type": "code", "execution_count": 6, "id": "aa3dbc0b-f7af-4270-9ad3-0aee3369aa5f", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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medianmadeti_3%eti_97%
beta03.0060.0652.8263.183
beta11.8560.0701.6662.053
sigma0.9530.0460.8371.096
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" ], "text/plain": [ " median mad eti_3% eti_97%\n", "beta0 3.006 0.065 2.826 3.183\n", "beta1 1.856 0.070 1.666 2.053\n", "sigma 0.953 0.046 0.837 1.096" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "az.summary(trace, stat_focus=\"median\", kind=\"stats\")" ] }, { "cell_type": "code", "execution_count": 7, "id": "278b28b7-95e5-4369-8947-c9b8e01062a2", "metadata": {}, "outputs": [ { "data": { "image/png": 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