{ "cells": [ { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "# Autoregressions\n", "\n", "This notebook introduces autoregression modeling using the AutoReg model. It also covers aspects of ar_select_order assists in selecting models that minimize an information criteria such as the AIC. \n", "An autoregressive model has dynamics given by \n", "\n", "$$y_t = \\delta + \\phi_1 y_{t-1} + \\ldots + \\phi_p y_{t-p} + \\epsilon_t.$$\n", "\n", "AutoReg also permits models with:\n", "\n", "* Deterministic terms (trend)\n", " * n: No deterministic term \n", " * c: Constant (default)\n", " * ct: Constant and time trend\n", " * t: Time trend only\n", "* Seasonal dummies (seasonal)\n", " * True includes $s-1$ dummies where $s$ is the period of the time series (e.g., 12 for monthly)\n", "* Custom deterministic terms (deterministic)\n", " * Accepts a DeterministicProcess\n", "* Exogenous variables (exog)\n", " * A DataFrame or array of exogenous variables to include in the model\n", "* Omission of selected lags (lags)\n", " * If lags is an iterable of integers, then only these are included in the model.\n", "\n", "The complete specification is\n", "\n", "$$y_t = \\delta_0 + \\delta_1 t + \\phi_1 y_{t-1} + \\ldots + \\phi_p y_{t-p} + \\sum_{i=1}^{s-1} \\gamma_i d_i + \\sum_{j=1}^{m} \\kappa_j x_{t,j} + \\epsilon_t.$$\n", "\n", "where:\n", "\n", "* $d_i$ is a seasonal dummy that is 1 if $mod(t, period) = i$. Period 0 is excluded if the model contains a constant (c is in trend).\n", "* $t$ is a time trend ($1,2,\\ldots$) that starts with 1 in the first observation.\n", "* $x_{t,j}$ are exogenous regressors. **Note** these are time-aligned to the left-hand-side variable when defining a model.\n", "* $\\epsilon_t$ is assumed to be a white noise process." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This first cell imports standard packages and sets plots to appear inline." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "execution": { "iopub.execute_input": "2021-07-30T16:48:04.733545Z", "iopub.status.busy": "2021-07-30T16:48:04.732435Z", "iopub.status.idle": "2021-07-30T16:48:06.086636Z", "shell.execute_reply": "2021-07-30T16:48:06.087517Z" }, "pycharm": { "is_executing": false, "name": "#%%\n" } }, "outputs": [], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "import pandas_datareader as pdr\n", "import seaborn as sns\n", "from statsmodels.tsa.ar_model import AutoReg, ar_select_order\n", "from statsmodels.tsa.api import acf, pacf, graphics" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This cell sets the plotting style, registers pandas date converters for matplotlib, and sets the default figure size." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "execution": { "iopub.execute_input": "2021-07-30T16:48:06.092383Z", "iopub.status.busy": "2021-07-30T16:48:06.090855Z", "iopub.status.idle": "2021-07-30T16:48:06.280920Z", "shell.execute_reply": "2021-07-30T16:48:06.281728Z" } }, "outputs": [], "source": [ "sns.set_style(\"darkgrid\")\n", "pd.plotting.register_matplotlib_converters()\n", "# Default figure size\n", "sns.mpl.rc(\"figure\", figsize=(16, 6))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The first set of examples uses the month-over-month growth rate in U.S. Housing starts that has not been seasonally adjusted. The seasonality is evident by the regular pattern of peaks and troughs. We set the frequency for the time series to \"MS\" (month-start) to avoid warnings when using AutoReg." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "execution": { "iopub.execute_input": "2021-07-30T16:48:06.285173Z", "iopub.status.busy": "2021-07-30T16:48:06.284235Z", "iopub.status.idle": "2021-07-30T16:48:06.907148Z", "shell.execute_reply": "2021-07-30T16:48:06.906307Z" }, "pycharm": { "is_executing": false, "name": "#%%\n" } }, "outputs": [ { "data": { "image/png": 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\n", 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