{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Recursive least squares\n", "\n", "Recursive least squares is an expanding window version of ordinary least squares. In addition to availability of regression coefficients computed recursively, the recursively computed residuals the construction of statistics to investigate parameter instability.\n", "\n", "The RecursiveLS class allows computation of recursive residuals and computes CUSUM and CUSUM of squares statistics. Plotting these statistics along with reference lines denoting statistically significant deviations from the null hypothesis of stable parameters allows an easy visual indication of parameter stability.\n", "\n", "Finally, the RecursiveLS model allows imposing linear restrictions on the parameter vectors, and can be constructed using the formula interface." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "execution": { "iopub.execute_input": "2022-11-02T17:06:34.958165Z", "iopub.status.busy": "2022-11-02T17:06:34.955472Z", "iopub.status.idle": "2022-11-02T17:06:36.283803Z", "shell.execute_reply": "2022-11-02T17:06:36.283107Z" } }, "outputs": [], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "import statsmodels.api as sm\n", "from pandas_datareader.data import DataReader\n", "\n", "np.set_printoptions(suppress=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Example 1: Copper\n", "\n", "We first consider parameter stability in the copper dataset (description below)." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "execution": { "iopub.execute_input": "2022-11-02T17:06:36.289165Z", "iopub.status.busy": "2022-11-02T17:06:36.288154Z", "iopub.status.idle": "2022-11-02T17:06:36.301122Z", "shell.execute_reply": "2022-11-02T17:06:36.300562Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "This data describes the world copper market from 1951 through 1975. In an\n", "example, in Gill, the outcome variable (of a 2 stage estimation) is the world\n", "consumption of copper for the 25 years. The explanatory variables are the\n", "world consumption of copper in 1000 metric tons, the constant dollar adjusted\n", "price of copper, the price of a substitute, aluminum, an index of real per\n", "capita income base 1970, an annual measure of manufacturer inventory change,\n", "and a time trend.\n", "\n" ] } ], "source": [ "print(sm.datasets.copper.DESCRLONG)\n", "\n", "dta = sm.datasets.copper.load_pandas().data\n", "dta.index = pd.date_range(\"1951-01-01\", \"1975-01-01\", freq=\"AS\")\n", "endog = dta[\"WORLDCONSUMPTION\"]\n", "\n", "# To the regressors in the dataset, we add a column of ones for an intercept\n", "exog = sm.add_constant(\n", " dta[[\"COPPERPRICE\", \"INCOMEINDEX\", \"ALUMPRICE\", \"INVENTORYINDEX\"]]\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First, construct and fit the model, and print a summary. Although the RLS model computes the regression parameters recursively, so there are as many estimates as there are datapoints, the summary table only presents the regression parameters estimated on the entire sample; except for small effects from initialization of the recursions, these estimates are equivalent to OLS estimates." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "execution": { "iopub.execute_input": "2022-11-02T17:06:36.304555Z", "iopub.status.busy": "2022-11-02T17:06:36.304312Z", "iopub.status.idle": "2022-11-02T17:06:36.324339Z", "shell.execute_reply": "2022-11-02T17:06:36.323613Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Statespace Model Results \n", "==============================================================================\n", "Dep. Variable: WORLDCONSUMPTION No. Observations: 25\n", "Model: RecursiveLS Log Likelihood -154.720\n", "Date: Wed, 02 Nov 2022 R-squared: 0.965\n", "Time: 17:06:36 AIC 319.441\n", "Sample: 01-01-1951 BIC 325.535\n", " - 01-01-1975 HQIC 321.131\n", "Covariance Type: nonrobust Scale 117717.127\n", "==================================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "----------------------------------------------------------------------------------\n", "const -6562.3719 2378.939 -2.759 0.006 -1.12e+04 -1899.737\n", "COPPERPRICE -13.8132 15.041 -0.918 0.358 -43.292 15.666\n", "INCOMEINDEX 1.21e+04 763.401 15.853 0.000 1.06e+04 1.36e+04\n", "ALUMPRICE 70.4146 32.678 2.155 0.031 6.367 134.462\n", "INVENTORYINDEX 311.7330 2130.084 0.146 0.884 -3863.155 4486.621\n", "===================================================================================\n", "Ljung-Box (L1) (Q): 2.17 Jarque-Bera (JB): 1.70\n", "Prob(Q): 0.14 Prob(JB): 0.43\n", "Heteroskedasticity (H): 3.38 Skew: -0.67\n", "Prob(H) (two-sided): 0.13 Kurtosis: 2.53\n", "===================================================================================\n", "\n", "Warnings:\n", "[1] Parameters and covariance matrix estimates are RLS estimates conditional on the entire sample.\n" ] } ], "source": [ "mod = sm.RecursiveLS(endog, exog)\n", "res = mod.fit()\n", "\n", "print(res.summary())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The recursive coefficients are available in the recursive_coefficients attribute. Alternatively, plots can generated using the plot_recursive_coefficient method." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "execution": { "iopub.execute_input": "2022-11-02T17:06:36.328989Z", "iopub.status.busy": "2022-11-02T17:06:36.327890Z", "iopub.status.idle": "2022-11-02T17:06:37.512458Z", "shell.execute_reply": "2022-11-02T17:06:37.511838Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[ 2.88890087 4.94795049 1558.41803044 1958.43326657\n", " -51474.95389825 -4168.95149564 -2252.61355052 -446.5591456\n", " -5288.39795594 -6942.31935565 -7846.08902726 -6643.15121671\n", " -6274.1101596 -7272.01696687 -6319.02648931 -5822.23929496\n", " -6256.30903085 -6737.40446361 -6477.42841937 -5995.9074752\n", " -6450.80678458 -6022.92167008 -5258.35153117 -5320.89136734\n", " -6562.37193956]\n" ] }, { "data": { "image/png": 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\n", 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