{ "cells": [ { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "# Forecasting with Exogenous Regressors\n", "\n", "This notebook provides examples of the accepted data structures for passing the expected value of exogenous variables when these are included in the mean. For example, consider an AR(1) with 2 exogenous variables. The mean dynamics are\n", "\n", "$$Y_t = \\phi_0 + \\phi_1 Y_{t-1} + \\beta_0 X_{0,t} + \\beta_1 X_{1,t} + \\epsilon_t.$$\n", "\n", "The $h$-step forecast, $E_{T}[Y_{t+h}]$, depends on the conditional expectation of $X_{0,T+h}$ and $X_{1,T+h}$,\n", "\n", "$$E_{T}[Y_{T+h}] = \\phi_0 + \\phi_1 E_{T}[Y_{T+h-1}] + \\beta_0 E_{T}[X_{0,T+h}] +\\beta_1 E_{T}[X_{1,T+h}]$$\n", "\n", "where $E_{T}[Y_{T+h-1}]$ has been recursively computed.\n", "\n", "In order to construct forecasts up to some horizon $h$, it is necessary to pass $2\\times h$ values ($h$ for each series). If using the features of forecast that allow many forecast to be specified, it necessary to supply $n \\times 2 \\times h$ values.\n", "\n", "There are two general purpose data structures that can be used for any number of exogenous variables and any number steps ahead:\n", "\n", "* dict - The values can be pass using a dict where the keys are the variable names and the values are 2-dimensional arrays. This is the most natural generalization of a pandas DataFrame to 3-dimensions.\n", "* array - The vales can alternatively be passed as a 3-d NumPy array where dimension 0 tracks the regressor index, dimension 1 is the time period and dimension 2 is the horizon.\n", "\n", "When a model contains a single exogenous regressor it is possible to use a 2-d array or DataFrame where dim0 tracks the time period where the forecast is generated and dimension 1 tracks the horizon.\n", "\n", "In the special case where a model contains a single regressor _and_ the horizon is 1, then a 1-d array of pandas Series can be used." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false }, "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "# initial setup\n", "%matplotlib inline\n", "\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "import seaborn\n", "from arch.__future__ import reindexing\n", "\n", "seaborn.set_style(\"darkgrid\")\n", "plt.rc(\"figure\", figsize=(16, 6))\n", "plt.rc(\"savefig\", dpi=90)\n", "plt.rc(\"font\", family=\"sans-serif\")\n", "plt.rc(\"font\", size=14)" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "## Simulating data\n", "\n", "Two $X$ variables are simulated and are assumed to follow independent AR(1) processes. The data is then assumed to follow an ARX(1) with 2 exogenous regressors and GARCH(1,1) errors." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false }, "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "from arch.univariate import ARX, GARCH, ZeroMean, arch_model\n", "\n", "burn = 250\n", "\n", "x_mod = ARX(None, lags=1)\n", "x0 = x_mod.simulate([1, 0.8, 1], nobs=1000 + burn).data\n", "x1 = x_mod.simulate([2.5, 0.5, 1], nobs=1000 + burn).data\n", "\n", "resid_mod = ZeroMean(volatility=GARCH())\n", "resids = resid_mod.simulate([0.1, 0.1, 0.8], nobs=1000 + burn).data\n", "\n", "phi1 = 0.7\n", "phi0 = 3\n", "y = 10 + resids.copy()\n", "for i in range(1, y.shape[0]):\n", " y[i] = phi0 + phi1 * y[i - 1] + 2 * x0[i] - 2 * x1[i] + resids[i]\n", "\n", "x0 = x0.iloc[-1000:]\n", "x1 = x1.iloc[-1000:]\n", "y = y.iloc[-1000:]\n", "y.index = x0.index = x1.index = np.arange(1000)" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "## Plotting the data" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false }, "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "image/png": 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\n", 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