{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Information Criteria - Examples\n", "\n", "Example created by Wilson Rocha Lacerda Junior" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Comparing different information criteria methods" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we import the NARMAX model, the metric for model evaluation and the methods to generate sample data for tests. Also, we import pandas for specific usage." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "pip install sysidentpy" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "from sysidentpy.model_structure_selection import FROLS\n", "from sysidentpy.basis_function._basis_function import Polynomial\n", "from sysidentpy.metrics import root_relative_squared_error\n", "from sysidentpy.utils.generate_data import get_siso_data\n", "from sysidentpy.utils.display_results import results\n", "from sysidentpy.utils.plotting import plot_residues_correlation, plot_results\n", "from sysidentpy.residues.residues_correlation import compute_residues_autocorrelation, compute_cross_correlation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Generating sample data\n", " \n", "The data is generated by simulating the following model:\n", "$y_k = 0.2y_{k-1} + 0.1y_{k-1}x_{k-1} + 0.9x_{k-1} + e_{k}$\n", "\n", "If *colored_noise* is set to True:\n", "\n", "$e_{k} = 0.8\\nu_{k-1} + \\nu_{k}$\n", "\n", "where $x$ is a uniformly distributed random variable and $\\nu$ is a gaussian distributed variable with $\\mu=0$ and $\\sigma=0.1$\n", "\n", "In the next example we will generate a data with 3000 samples with white noise and selecting 90% of the data to train the model. " ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "x_train, x_valid, y_train, y_valid = get_siso_data(n=1000,\n", " colored_noise=False,\n", " sigma=0.2,\n", " train_percentage=90)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The idea is to show the impact of the information criteria to select the number of terms to compose the final model. You will se why it is an auxiliary tool and let the algorithm select the number of terms based on the minimum value is not a good idea when dealing with data highly corrupted by noise (even white noise) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note: You may find different results when running the examples. This is due the fact we are not setting a fixed random generator for the sample data. However, the main analysis remain." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## AIC" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.38926724002665514\n", " Regressors Parameters ERR\n", "0 x1(k-2) 8.9197E-01 8.40239164E-01\n", "1 y(k-1) 1.9624E-01 3.92056438E-02\n", "2 x1(k-1)y(k-1) 8.3169E-02 2.25835069E-03\n", "3 y(k-2)y(k-1) -6.4115E-02 8.46298991E-04\n", "4 y(k-2)^2 2.8534E-02 4.95098470E-04\n" ] }, { "data": { "image/png": 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", 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