{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# 線形回帰モデル - pymc3" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Using gpu device 0: GeForce GTX TITAN (CNMeM is disabled)\n" ] } ], "source": [ "from __future__ import division\n", "import os\n", "import sys\n", "import glob\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "%matplotlib inline\n", "%precision 4\n", "#plt.style.use('ggplot')\n", "import seaborn as sns\n", "sns.set_style('white')\n", "sns.set_context('paper')\n", "\n", "np.random.seed(1234)\n", "import pymc3 as pm\n", "import scipy.stats as stats\n", "\n", "import logging\n", "_logger = logging.getLogger(\"theano.gof.compilelock\")\n", "_logger.setLevel(logging.ERROR)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 線形回帰モデルのパラメータ推定\n", "\n", "普通の伝統的な統計学では以下の線形回帰式を用いて回帰パラメータ$a$, $b$を推定する.\n", "\n", "$$\n", "y \\sim ax + b\n", "$$\n", "\n", "確率論的プログラミングにおいては,,\n", "\n", "$$y = ax + b + \\epsilon$$\n", "\n", "という線型モデルを次の形式に解釈することでモデリングを行う.\n", "\n", "$$\n", "y \\sim \\mathcal{N}(ax + b, \\sigma^2)\n", "$$\n", "\n", "推定するパラメータは$a$, $b$ と $\\sigma$で,それぞれの事前分布は次のように決めるとする.\n", "\n", "$$\n", "a \\sim \\mathcal{N}(0, 100) \\\\\n", "b \\sim \\mathcal{N}(0, 100) \\\\\n", "\\sigma \\sim \\mathcal{U}(0, 20)\n", "$$" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " [-----------------100%-----------------] 1000 of 1000 complete in 0.8 sec" ] }, { "data": { "image/png": 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xMr0ca+pGSYEJWSbNlD/3FYvzsfvPjag91YPVi/On/PkJIdPXlVdeiddffx39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\n1az3TxRxCim1gUAgjA2xy9ag0Y4howNDJjs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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# observed data\n", "n = 11\n", "_a = 6\n", "_b = 2\n", "x = np.linspace(0, 1, n)\n", "y = _a*x + _b + np.random.randn(n)\n", "\n", "niter = 1000\n", "with pm.Model() as model:\n", " a = pm.Normal('a', mu=0, sd=20)\n", " b = pm.Normal('b', mu=0, sd=20)\n", " sigma = pm.Uniform('sigma', lower=0, upper=20)\n", " \n", " y_est = a*x + b # simple auxiliary variables\n", " \n", " likelihood = pm.Normal('y', mu=y_est, sd=sigma, observed=y)\n", " # inference\n", " start = pm.find_MAP()\n", " step = pm.NUTS() # Hamiltonian MCMC with No U-Turn Sampler\n", " trace = pm.sample(niter, step, start, random_seed=123, progressbar=True)\n", " pm.traceplot(trace);" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " [-----------------100%-----------------] 2000 of 2000 complete in 1.6 sec" ] }, { "data": { 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QnzjdhbTEmEFPlsDd7WnCwZd6B98cbILNxvoUGugJfmig2WLDAS/PFrceH6Fq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CkRxrgr2pEeYYC6LD9TDo1BSAkYAqKCjAv/71L8yfP19x+auvvoq33noLlZWVeP311/GHP/wh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\nELplp3IHR1/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aHm2LhL6+mleC4ndCuq9bY7JsNhtOnz6N1tZWlJSUYPPmzT6tZ7fbMX/+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\nzETo1ycdPueaMDPUVdkilUDJcy0wY0aWy+VCbW0tAMBqtaK7u1tYx7Kx/Bi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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data = dict(x=x, y=y)\n", "\n", "with pm.Model() as model:\n", " pm.glm.glm('y ~ x', data)\n", " step = pm.NUTS() \n", " trace = pm.sample(2000, step, progressbar=True) \n", " pm.traceplot(trace);" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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5juOsJFOarFKj0F7GWz5iz2iDUgZPGIzO8OMiFtEaNGF0DlLi+SGZNuQqQ2hD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\nPVdSMcUJKRWpJKx2TMFjtUKrOYtv3PXor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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(7, 7))\n", "plt.scatter(x, y, s=30, label='data')\n", "pm.glm.plot_posterior_predictive(trace, samples=100, \n", " label='posterior predictive regression lines', \n", " c='blue', alpha=0.2)\n", "plt.plot(x, _a*x + _b, label='true regression line', lw=3., c='red')\n", "plt.legend(loc='best');" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": true }, "outputs": [], "source": [ "pm.glm.plot_posterior_predictive?" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.4.3" } }, "nbformat": 4, "nbformat_minor": 0 }