{ "cells": [ { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "(AR)=\n", "# Analysis of An $AR(1)$ Model in PyMC\n", ":::{post} Jan 7, 2023\n", ":tags: time series, autoregressive \n", ":category: intermediate,\n", ":author: Ed Herbst, Chris Fonnesbeck\n", ":::" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "autoscroll": "json-false", "ein.tags": [ "worksheet-0" ], "slideshow": { "slide_type": "-" } }, "outputs": [], "source": [ "import arviz as az\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pymc as pm" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "%config InlineBackend.figure_format = 'retina'\n", "RANDOM_SEED = 8927\n", "np.random.seed(RANDOM_SEED)\n", "az.style.use(\"arviz-darkgrid\")" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": { "ein.tags": [ "worksheet-0" ], "slideshow": { "slide_type": "-" } }, "source": [ "Consider the following AR(2) process, initialized in the\n", "infinite past:\n", "$$\n", " y_t = \\rho_0 + \\rho_1 y_{t-1} + \\rho_2 y_{t-2} + \\epsilon_t,\n", "$$\n", "where $\\epsilon_t \\overset{iid}{\\sim} {\\cal N}(0,1)$. Suppose you'd like to learn about $\\rho$ from a a sample of observations $Y^T = \\{ y_0, y_1,\\ldots, y_T \\}$.\n", "\n", "First, let's generate some synthetic sample data. We simulate the 'infinite past' by generating 10,000 samples from an AR(2) process and then discarding the first 5,000:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "autoscroll": "json-false", "ein.tags": [ "worksheet-0" ], "slideshow": { "slide_type": "-" } }, "outputs": [ { "data": { "image/png": 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