{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# <span style=\"color:#F72585\"><center>Distribuciones Muestrales</center></span>\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "<figure>\n", "<center>\n", "<img src=\"../Imagenes/toro.png\" width=\"500\" height=\"500\" align=\"center\" /> \n", "<figcaption>Muestras de la Distribución Bivariada von Mises cosine </figcaption>\n", "</center> \n", "</figure>\n", "\n", "<a href=\"https://commons.wikimedia.org/wiki/File:Bivariate_von_Mises_distribution_cosine_samples.svg\">Gumbys</a>, <a href=\"https://creativecommons.org/licenses/by/3.0\">CC BY 3.0</a>, via Wikimedia Commons" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## <span style=\"color:#4361EE\">Referencias</span>" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "1. [Dobson y Baernett, An introduction oto Generalizer Linear Modesl](http://library.lol/main/472B57FA461867F6CFB4334BFED60010)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## <span style=\"color:#4361EE\">Introducción</span>" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "En esta lección revisamos las distribucionesmá utilizadas en los proceso de inferencia estadística clásica.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## <span style=\"color:#4361EE\">Distribuciones Normales o Gaussianas</span> " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### <span style=\"color:#4CC9F0\">Distribución Normal Univariada</span>" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Si una variable aleatoria $Y$ tiene distribución normal, con media $\\mu$ y varianza $\\sigma^2$, su función de densidad de probabilidad es dada por\n", "\n", "$$\n", "f(y|\\mu, \\sigma^2) = \\frac{1}{\\sqrt{2\\pi\\sigma^2}} \\text{exp} \\left[-\\frac{1}{2} \\left(\\frac{(x-\\mu)}{\\sigma} \\right)^2 \\right].\n", "$$\n", "\n", "Escribimos $Y\\sim N(\\mu,\\sigma^2)$. Si $ \\mu=0$ y $\\sigma^2=1$ se llama distribución normal estándar.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### <span style=\"color:#4CC9F0\">Distribución Normal Multivariada</span>" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Si $Y_i\\sim N(\\mu_i, \\sigma_i^2)$ para $i=1,\\ldots, n$ y tal que\n", "\n", "$$\n", "cov(Y_i, Y_j) = \\rho_{ij}\\sigma_i\\sigma_j\n", "$$\n", "\n", "en donde $\\rho_{ij}$ es el coeficiente de correlación ente $Y_i$ y $Y_j$. Entonces la distribución conjunta de las $Y_i$'s es normal multivariada con media $\\boldsymbol{\\mu} = (\\mu_1,\\ldots, \\mu_n)$ y matriz de covarianza $\\mathbf{V}$. Lo elemento diagonales de $\\mathbf{V}$ son $\\sigma_i^2$ y los elementos no diagonales $ij$ son $\\rho_{ij}\\sigma_i\\sigma_j$. Escribimos $Y= Y_1, \\ldots, Y_n$ y además $Y \\sim N(\\boldsymbol{\\mu}, \\mathbf{V})$.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### <span style=\"color:#4CC9F0\">Graficos de muestras de distribuciones normal Multivariadas</span>" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1400x600 with 3 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# librerías\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from scipy.stats import multivariate_normal\n", " \n", " \n", "plt.style.use('seaborn-dark')\n", "plt.rcParams['figure.figsize']=14,6\n", " \n", "# raíz para valores aleatorios\n", "random_seed=1000\n", " \n", "# lista de varianzas\n", "# valores de covariazna\n", "cov_val = [-0.8, 0, 0.8]\n", " \n", "# configura media d ela distribución\n", "# be at (0,0)\n", "mean = np.array([0,0])\n", " \n", "# Itera sobre diferentes matrices de covarianza\n", "for idx, val in enumerate(cov_val):\n", " plt.subplot(1,3,idx+1)\n", " \n", " # Incializa la matriz de covarianza\n", " cov = np.array([[1, val], [val, 1]])\n", " \n", " # Generala distribución Gaussiana bivariada\n", " # con medi y matriz de covarianza dadas\n", " distr = multivariate_normal(cov = cov, mean = mean,\n", " seed = random_seed)\n", " \n", " # Genera 5000 muestras d ela distribución\n", " data = distr.rvs(size = 5000)\n", " \n", " # Dibuja las muestras genradas\n", " plt.plot(data[:,0],data[:,1], 'o', c='lime',\n", " markeredgewidth = 0.5,\n", " markeredgecolor = 'black')\n", " plt.title(f'Covarianza entre $Y_1$ y $Y_2$ = {val}')\n", " plt.xlabel('$Y_1$')\n", " plt.ylabel('$Y_2$')\n", " plt.axis('equal')\n", " \n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### <span style=\"color:#4CC9F0\">Graficos de densidades de distribuciones normal Multivariadas</span>" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1400x600 with 3 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# librerías\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from scipy.stats import multivariate_normal\n", " \n", " \n", "plt.style.use('seaborn-dark')\n", "plt.rcParams['figure.figsize']=14,6\n", "fig = plt.figure()\n", " \n", "# Incializa semilla para números aleatorios\n", "random_seed=1000\n", " \n", "# List containing the variance\n", "# covariance values\n", "cov_val = [-0.8, 0, 0.8]\n", " \n", "# Configura la media\n", "# to be at (0,0)\n", "mean = np.array([0,0])\n", " \n", "# almacena valores de la función\n", "pdf_list = []\n", " \n", "# itera sobre diferentes matrices de covarianza\n", "for idx, val in enumerate(cov_val):\n", " \n", " # Inicializa matriz de covarianza\n", " cov = np.array([[1, val], [val, 1]])\n", " \n", " # Genera la densidad Gaussina bivariada\n", " # con media y covaranza dadas\n", " distr = multivariate_normal(cov = cov, mean = mean,\n", " seed = random_seed)\n", " \n", " # Genera una grilla para graficas\n", " # frontera 3-sigma\n", " mean_1, mean_2 = mean[0], mean[1]\n", " sigma_1, sigma_2 = cov[0,0], cov[1,1]\n", " \n", " x = np.linspace(-3*sigma_1, 3*sigma_1, num=100)\n", " y = np.linspace(-3*sigma_2, 3*sigma_2, num=100)\n", " X, Y = np.meshgrid(x,y)\n", " \n", " # Genera la funcipon de densidad\n", " # para cada punto en la grilla\n", " pdf = np.zeros(X.shape)\n", " for i in range(X.shape[0]):\n", " for j in range(X.shape[1]):\n", " pdf[i,j] = distr.pdf([X[i,j], Y[i,j]])\n", " \n", " # dibuja lkos valores de la fucnipon de densidad\n", " key = 131+idx\n", " ax = fig.add_subplot(key, projection = '3d')\n", " ax.plot_surface(X, Y, pdf, cmap = 'viridis')\n", " plt.xlabel(\"$Y_1$\")\n", " plt.ylabel(\"$Y_2$\")\n", " plt.title(f'Covarianza entre $Y_1$ $Y_2$ = {val}')\n", " pdf_list.append(pdf)\n", " ax.axes.zaxis.set_ticks([])\n", " \n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " #### <span style=\"color:#4CC9F0\">Graficos de contornos de distribuciones normales multivariadas</span>" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1400x600 with 3 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Dibuja contornos\n", "for idx, val in enumerate(pdf_list):\n", " plt.subplot(1,3,idx+1)\n", " plt.contourf(X, Y, val, cmap='viridis')\n", " plt.xlabel(\"$Y_1$\")\n", " plt.ylabel(\"$Y_2$\")\n", " plt.title(f'Covarianza entre $Y_1$ $Y_2$ = {cov_val[idx]}')\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## <span style=\"color:#4361EE\">Distribución Chi cuadrado</span> " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**La distribución chi-cuadrado con n grados de libertad** es definida como la distribución d la suma de $n$ variables normales elevadas al cuadrad, digamos $Z_i^2$ para $i=1,\\ldots, n$. LA distribución se denota $\\chi^2(n)$. Si una variable $Y \\sim \\chi^2(n)$, entonces la esperanza y la varianza son respectivamente\n", "\n", "$$\n", "\\begin{align}\n", "E[Y] &= n\\\\\n", "Var[Y] &= 2n\n", "\\end{align}\n", "$$\n", "\n", "Además\n", "\n", "$$\n", "Y = \\sum_{i=1}^n Z_i^2\n", "$$\n", "\n", "El valor $n$ se llama grados de libertad de la distribución.\n", "\n", "La imagen muestra la función de densidad de la distribución $\\chi^2(4)$.\n" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "<Figure size 1400x600 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#x-axis ranges from 0 to 20 with .001 steps\n", "from scipy.stats import chi2\n", "x = np.arange(0, 20, 0.001)\n", "\n", "#plot Chi-square distribution with 4 degrees of freedom\n", "plt.plot(x, chi2.pdf(x, df=4))\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Distribución chi2(4)\n", "media = 4.0, varianza = 8.0\n", "sesgo = 1.4142135623730951, curtosis = 3.0\n" ] } ], "source": [ "# calcula los primeros cuatro momentos\n", "import numpy as np\n", "from scipy.stats import chi2\n", "\n", "df = 4\n", "chi = chi2(df)\n", "\n", "mean, var, skew, kurt = chi.stats( moments='mvsk')\n", "print('Distribución chi2({})'.format(df))\n", "print('media = {}, varianza = {}'. format(mean, var))\n", "print('sesgo = {}, curtosis = {}'.format(skew, kurt))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### <span style=\"color:#4CC9F0\">Propiedad reproductiva de la distribución Chi cuadrado</span>" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Si $Y_1 \\sim \\chi^2(k)$ y $Y_1 \\sim \\chi^2(m)$, entonces\n", "\n", "$$\n", "Y_1 + Y_2 \\sim \\chi^2(k+m)\n", "$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## <span style=\"color:#4361EE\">Distribución t</span> " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "La **distribución t** con $n$ grados de libertad es definida como el cociente de dos variables aleatorias independientes. El numerador tiene distribución normal estándar. El denominador es la raíz cuadrada de una variable aleatoria $\\chi^2$ dividida sobre sus grados de libertad. Así, si $Z\\sim N(0,1)$ y $Y\\sim \\chi^2(n)$, entonces\n", "\n", "$$\n", "T = \\frac{Z}{\\sqrt{Y/n}}\n", "$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "tiene distribucion $t$ con $n$ grados de libertad y se denota $T \\sim t(n)$" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "distribución t(2): mean = 0.0, var = inf, skew = nan, kurtosis = nan\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from scipy.stats import t\n", "from scipy.stats import norm\n", "import matplotlib.pyplot as plt\n", "fig, ax = plt.subplots(1, 1)\n", "\n", "df = 2\n", "mean, var, skew, kurt = t.stats(df, moments='mvsk')\n", "\n", "print('distribución t(2): mean = {}, var = {}, skew = {}, kurtosis = {}'.format(mean, var, skew, kurt))\n", "\n", "x = np.linspace(t.ppf(0.01, df),\n", " t.ppf(0.99, df), 100)\n", "ax.plot(x, t.pdf(x, df),\n", " 'r-', lw=2, alpha=0.6, label='pdf de t(2)')\n", "ax.plot(x, norm.pdf(x),\n", " 'b', lw=2, alpha=0.6, label='pdf de N(0,1)')\n", "ax.legend()\n", "plt.title('Comparación distribución t(2) y N(0,1)')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## <span style=\"color:#4361EE\">Distribución F</span> " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "La distribución $F(n,m)$ con $n$ y $m$ grados de libertad se definida como la distribución del cociente de dos variables aleatorias independientes $\\chi^2$ divididas cada una por sus grados de libertad. Espcíficamente Si $X_1^2 \\sim \\chi^2(n)$ y $X_2^2 \\sim \\chi^2(m)$, entonces la variable aleatoria $F$ definda por\n", "\n", "$$\n", "F = \\frac{X_1^2/n}{X_2^2/m}\n", "$$\n", "\n", "tiene distibución $F(n, m)$. Escribimos $F \\sim F(n,m )$." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#\n", "import numpy as np\n", "from scipy.stats import f\n", "import matplotlib.pyplot as plt\n", "\n", "# instancia un objeto f\n", "dfn, dfd = 29, 18\n", "f_d = f(dfn, dfd)\n", "\n", "fig, ax = plt.subplots(1, 1)\n", "x = np.linspace(f_d.ppf(0.0001), f_d.ppf(0.99), 100)\n", "ax.plot(x, f_d.pdf(x), 'r-', lw=2, alpha=0.6, label='f pdf')\n", "plt.title('Densidad de la distribución F({},{})'.format(dfn, dfd ))\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Distribución F(29,18)\n", "Media = 1.125, varianza = 0.2805572660098522\n", "sesgo = 1.8065676503195025, curtosis = 7.074636015325671\n" ] } ], "source": [ "# calcula los primeros cuatro momentos\n", "import numpy as np\n", "from scipy.stats import f\n", "\n", "dfn, dfd = 29, 18\n", "f_d = f(dfn, dfd)\n", "mean, var, skew, kurt = f_d.stats( moments='mvsk')\n", "print('Distribución F({},{})'.format(dfn, dfd))\n", "print('Media = {}, varianza = {}'. format(mean, var))\n", "print('sesgo = {}, curtosis = {}'.format(skew, kurt))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## <span style=\"color:#4361EE\">Estadísticas para evaluacion de ajuste de modelos en Statmodels</span>" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## <span style=\"color:#4361EE\">Interpretación de la salida de la regresión </span>" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Para esta sección usaremos la salida de un moldeo de Poisson, en donde Temperatura, Humedad son variables explicativas y Conteo la variable explicada respectivamente." ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Número de valores únicos por variable\n", " Temperatura 11\n", "Humedad 12\n", "Conteo 14\n", "dtype: int64\n" ] }, { "data": { "text/html": [ "<table class=\"simpletable\">\n", "<caption>Generalized Linear Model Regression Results</caption>\n", "<tr>\n", " <th>Dep. Variable:</th> <td>Conteo</td> <th> No. Observations: </th> <td> 15</td> \n", "</tr>\n", "<tr>\n", " <th>Model:</th> <td>GLM</td> <th> Df Residuals: </th> <td> 12</td> \n", "</tr>\n", "<tr>\n", " <th>Model Family:</th> <td>Poisson</td> <th> Df Model: </th> <td> 2</td> \n", "</tr>\n", "<tr>\n", " <th>Link Function:</th> <td>Log</td> <th> Scale: </th> <td> 1.0000</td>\n", "</tr>\n", "<tr>\n", " <th>Method:</th> <td>IRLS</td> <th> Log-Likelihood: </th> <td> -53.462</td>\n", "</tr>\n", "<tr>\n", " <th>Date:</th> <td>Sun, 20 Nov 2022</td> <th> Deviance: </th> <td> 1.9468</td>\n", "</tr>\n", "<tr>\n", " <th>Time:</th> <td>16:03:14</td> <th> Pearson chi2: </th> <td> 1.94</td> \n", "</tr>\n", "<tr>\n", " <th>No. Iterations:</th> <td>3</td> <th> Pseudo R-squ. (CS):</th> <td>0.7536</td> \n", "</tr>\n", "<tr>\n", " <th>Covariance Type:</th> <td>nonrobust</td> <th> </th> <td> </td> \n", "</tr>\n", "</table>\n", "<table class=\"simpletable\">\n", "<tr>\n", " <td></td> <th>coef</th> <th>std err</th> <th>z</th> <th>P>|z|</th> <th>[0.025</th> <th>0.975]</th> \n", "</tr>\n", "<tr>\n", " <th>Intercepto</th> <td> 5.1600</td> <td> 0.020</td> <td> 263.202</td> <td> 0.000</td> <td> 5.122</td> <td> 5.198</td>\n", "</tr>\n", "<tr>\n", " <th>Temperatura</th> <td> 0.0417</td> <td> 0.021</td> <td> 2.018</td> <td> 0.044</td> <td> 0.001</td> <td> 0.082</td>\n", "</tr>\n", "<tr>\n", " <th>Humedad</th> <td> 0.0664</td> <td> 0.021</td> <td> 3.163</td> <td> 0.002</td> <td> 0.025</td> <td> 0.108</td>\n", "</tr>\n", "</table>" ], "text/plain": [ "<class 'statsmodels.iolib.summary.Summary'>\n", "\"\"\"\n", " Generalized Linear Model Regression Results \n", "==============================================================================\n", "Dep. Variable: Conteo No. Observations: 15\n", "Model: GLM Df Residuals: 12\n", "Model Family: Poisson Df Model: 2\n", "Link Function: Log Scale: 1.0000\n", "Method: IRLS Log-Likelihood: -53.462\n", "Date: Sun, 20 Nov 2022 Deviance: 1.9468\n", "Time: 16:03:14 Pearson chi2: 1.94\n", "No. Iterations: 3 Pseudo R-squ. (CS): 0.7536\n", "Covariance Type: nonrobust \n", "===============================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "-------------------------------------------------------------------------------\n", "Intercepto 5.1600 0.020 263.202 0.000 5.122 5.198\n", "Temperatura 0.0417 0.021 2.018 0.044 0.001 0.082\n", "Humedad 0.0664 0.021 3.163 0.002 0.025 0.108\n", "===============================================================================\n", "\"\"\"" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# librerías\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "\n", "from sklearn.preprocessing import StandardScaler\n", "import statsmodels.api as sm\n", "\n", "# datos\n", "parasitos = {'Temperatura':[15,16,24,13,21,16,22,18,20,16,28,27,13,22,23],\n", " 'Humedad': [70,65,71,64,84,86,72,84,71,75,84,79,80,76,88],\n", " 'Conteo':[156,157,177,145,197,184,172,187,157,169,200,193,167,170,192]}\n", "parasitos = pd.DataFrame(parasitos)\n", "\n", "# prepara los datos para la regresión\n", "X = parasitos.drop(\"Conteo\", axis=1)\n", "y = parasitos.Conteo\n", "nomb_caract = X.columns.to_list()\n", "\n", "# escala las características (variables)\n", "standizer = StandardScaler()\n", "X = standizer.fit_transform(X)\n", "\n", "# revisa número de valores únicos en cada característica\n", "print('Número de valores únicos por variable\\n', parasitos.select_dtypes(\"int\").nunique())\n", "\n", "# ajusta un modelo de regresión de Poisson a los datos\n", "exog = sm.add_constant(X)\n", "poission_model = sm.GLM(y, exog, family=sm.families.Poisson())\n", "result = poission_model.fit()\n", "result.summary(xname=['Intercepto'] + nomb_caract)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### <span style=\"color:#4CC9F0\">Coeficientes y p-valores</span>" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "1. La estimación de los coeficientes , `coef`, en la salida indica el cambio en el logaritmo de los $\\mu_i$, es decir en el logaritmo de la predicciones del modelos. Por ejemplo, un aumento de una unidad en la variable predictora *Temperatura* está asociado con un cambio promedio de 0.0417 en el logaritmo de la variable de respuesta *Conteo*, manteniendo la variable *Humedad* sin ningún cambio. Esto significa que los valores más altos de *Temperatura* están asociados con una mayor probabilidad de la variable *Conteo*.\n", "\n", "1. El error estándar, `std err` da una idea de la variabilidad asociada con la estimación del coeficiente. Puede interpretar el error estándar como una estimación desviación estándar de la distribución posterior del respectivo coeficiente.\n", "\n", "1. `El valor z`. Se obtiene al dividir la estimación del coeficiente por el error estándar.\n", "1. El `p- valor` Pr(>|z|) dice la probabilidad asociada con un valor *z* particular. Básicamente, esta probabilidad nos dice qué tan bien cada variable predictora puede predecir el valor de la variable de respuesta en el modelo. Por ejemplo, el p-valor asociado con el valor *z* para la variable *Temperatura* es .044. Dado que este valor es inferior a 0,05, diríamos que *Temperatura* es una variable predictora estadísticamente significativa en el modelo. \n", "1. `Intervalo de confianza`: [0.025, 0.975]. Es una estimación por intervalo del 95%. La salida en esta caso no puede interpretarse directamente como un intervalo de credibilidad, pero es una aproximación razonable. En el ejemplo el intervalos de confianza reportado para el parámetro *Temperatura* es [0.001, 0.082].\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### <span style=\"color:#4CC9F0\">Bondad de ajuste</span>" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Las medidas de bondad de ajuste indican que tan bien ajusta el modelo a los datos. Si no está acostubrado o acostumbrada a estas medidas revise las siguientes secciones.\n" ] }, { "cell_type": "markdown", "metadata": { "tags": [] }, "source": [ "### <span style=\"color:#4CC9F0\">Estadística Chi cuadrado de Person: $X^2$</span>" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Si $y_i$ representan los valores observados y $\\hat{y}_i$ los valores predichos por el modelo, la estadísitca $X^2$ se define por\n", "\n", "$$\n", "X^2 = \\sum_i \\frac{(y_i - \\hat{y}_i)^2}{\\hat{y}_i}\n", "$$\n", "\n", "Asintóticamente se tiene que si el modelo ajusta bien a los datos, entonces aproximadamente $X^2 \\sim \\chi^2(p-1)$. En donde $p$ el número de parámetros.\n", "\n", "La deviance del modelo y la estadística $X^2$ coinciden asintóticamente en distribución. En el ejemplo $p=3$, por lo que si las cosas van bien $X^2 \\sim \\chi^2(2) $. Por lo que una valor de 1.94 indica un bueb ajuste global del modelo a los datos." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### <span style=\"color:#4CC9F0\">Pseudo $R^2$</span>" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Si $l$ es la función log verosimiltud de un modelo, $\\tilde{\\mu}$ la estimación parámetro minimal de un modelo, por lo general el intercepto, $\\hat{\\mu}$ la estimación del modelo bajo estudio, entonces\n", "\n", "$$\n", "\\text{pseudo} R^2 = \\frac{l(\\tilde{\\mu},y) -l(\\hat{\\mu},y) }{l(\\tilde{\\mu},y)}\n", "$$\n", "\n", "$\\text{pseudo} R^2$ representa la mejora del modelo en relación con el modelo nulo. Es análogo al $R^2$ de la regresión lineal clasica. \n", "\n", "- **Interpretación**. Valores cercanos a 1, indican un buen ajuste del modelo.\n", "\n", "En ejemplo el valor el valor de 0.75 indican un ajuste aceptable del modelo a los datos.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### <span style=\"color:#4CC9F0\">Sobre la Deviance</span>" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Las medidas de bondad de ajuste indican que tan bien ajusta el modelo a los datos. Si no está acostumbrado o acostumbrada a estas medidas revise las siguientes dos secciones.\n", "\n", "Supongamos que en un modelo estadístico $\\boldsymbol{\\beta}$ denota el vector de parámetros del modelo. Con $\\boldsymbol{\\beta}_{max}$ denotamos el vector de parámetros con el máximo de posibles parámetros en el modelo. En este caso $\\boldsymbol{\\beta}_{max}$ por lo general corresponde al caso en el cual se toma $\\mu_i = y_i$. Técnicamente la deviance para un modelo es definida por \n", "\n", "$$\n", "\\text{deviance} = -2\\left[\\log p(\\mathbf{y}|\\hat{\\boldsymbol{\\beta}}_{max},\\mathbf{X} ) - \\log p(\\mathbf{y}|\\hat{\\boldsymbol{\\beta}}, \\mathbf{X}) \\right].\n", "$$\n", "\n", "En la expresión de la deviance $\\hat{\\boldsymbol{\\beta}}$ es la estimación de $\\boldsymbol{\\beta}$.\n", "\n", "La deviance es una variable aleatoria que tiene aproximadamente distribución $\\chi^2(n-p)$, en donde $n$ es el tamaño del vector $\\boldsymbol{\\beta}_{max}$ y $p$ el tamaño del vector $\\boldsymbol{\\beta}$.\n", "\n", "En la distribución $\\chi^2(k)$, el parámetro $k$ se llama grados de libertad (`Df`). La esperanza de la distribución $\\chi^2(k)$ es $k$.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### <span style=\"color:#4CC9F0\">Como interpretar la Deviance</span>" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "La deviance debe interpretarse junto con los grados de libertad reportados. En el ejemplo se tiene que la deviance es 1.9468 con $k=2$ grados de libertad. La idea central es la siguiente:\n", "\n", "**Si el modelo ajusta bien a los datos, la deviance debe estar cerca de los grados de libertad del modelo**\n", "\n", "En nuestro ejemplo parece ser así, pero en realidad no estamos seguros. Para resolver el problema de si en realidad 1.9468 está estadísticamente cerca de 2, calculamos el intervalo del 95% de la distribución $\\chi^2(2)$. Si el valor 1.9468 queda en ese intervalo, estamos tranquilos. Hagamos el cálculo. En realidad la deviance en este caso nos permite descartar un modelo. Si por ejemplo la deviance del modelo en el ejemplo es 8, definitivamente el modelo no es correcto y es necesario pensar en un nuevo modelo\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.05 7.0\n" ] } ], "source": [ "import numpy as np\n", "from scipy.stats import chi2\n", "\n", "k = 2\n", "chi = chi2(k)\n", "\n", "LCI,UCI = chi.interval(0.95)\n", "print(np.round(LCI,2),np.round(UCI))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### <span style=\"color:#4CC9F0\">Deviance residual</span>" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "La \"deviance residual\" (deviance del residual) es una medida utilizada en modelos de regresión generalizada (GLM por sus siglas en inglés) para evaluar qué tan bien bien se ajusta el modelo a los datos. En un GLM, la deviance residual se utiliza para comparar el ajuste del modelo con respecto a un modelo nulo (un modelo que no tiene covariables) y, por lo tanto, se utiliza para evaluar si el modelo proporciona una mejora significativa en la explicación de la variabilidad en los datos.\n", "\n", "La deviance residual se calcula mediante la siguiente fórmula:\n", "\n", "$$\n", "D_i = 2(l_i - l_0)\n", "$$\n", "\n", "Donde:\n", "\n", "* $D_i$ es el deviance residual para la i-ésima observación.\n", "* $l_i$ es el logaritmo de la verosimilitud para la i-ésima observación bajo el modelo ajustado.\n", "* $l_0$ es el logaritmo de la verosimilitud para la i-ésima observación bajo el modelo nulo (sin covariables).\n", "\n", "El valor de la deviance residual se compara con una distribución chi-cuadrado para determinar si el modelo ajustado es significativamente mejor que el modelo nulo. En general, cuanto mayor sea el valor absoluto de la deviance residual, mejor se ajusta el modelo a los datos en comparación con el modelo nulo.\n", "\n", "Si el deviance residual es positivo, significa que el modelo ajustado es peor que el modelo nulo para esa observación, lo que sugiere que el modelo no está explicando bien la variabilidad en los datos. Si es negativo, el modelo ajustado es mejor que el modelo nulo para esa observación.\n", "\n", "En resumen, el deviance residual en un modelo GLM es una medida importante para evaluar la bondad de ajuste del modelo y su capacidad para explicar la variabilidad en los datos. Un deviance residual bajo y negativo indica un buen ajuste del modelo, mientras que un deviance residual alto y positivo indica un mal ajuste.\n", "\n", "La deviance residual es útil para ser utlizada en gráficos de análisi de residuales de un modelo.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### <span style=\"color:#4CC9F0\">Deviance del modelo</span>" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "La \"deviance del modelo\" (model deviance) es una medida importante en modelos de regresión generalizada (GLM) que se utiliza para evaluar que tan bien el modelo se ajusta a los datos. La deviance del modelo se calcula como una medida de ajuste y se compara con la deviance nula (null deviance) para determinar si el modelo proporciona una mejora significativa en la explicación de la variabilidad en los datos en comparación con un modelo nulo (modelo que incluye solo el intercepto y no tiene covariables).\n", "\n", "Matemáticamente, la deviance del modelo se calcula como la diferencia entre el logaritmo de la verosimilitud (likelihood) bajo el modelo ajustado y el logaritmo de la verosimilitud bajo el modelo nulo, multiplicada por 2. La fórmula es la siguiente:\n", "\n", "$$\n", "D_{\\text{modelo}} = -2(\\mathfrak{l}(\\text{modelo nulo}) - \\mathfrak{l}(\\text{modelo ajustado}))\n", "$$\n", "en donde:\n", "\n", "* $D_{\\text{modelo}}$ es la deviance del modelo.\n", "* $\\mathfrak{l}(\\text{modelo nulo})$ es el logaritmo de la verosimilitud bajo el modelo nulo (modelo más simple). Usualmente un modelo con intercepto únicamente.\n", "* $\\mathfrak{l}(\\text{modelo ajustado})$ es el logaritmo de la verosimilitud bajo el modelo ajustado (modelo que incluye covariables).\n", "\n", "La deviance del modelo se utiliza para evaluar si el modelo ajustado proporciona una mejora significativa en la explicación de la variabilidad en los datos en comparación con el modelo nulo. En general, un valor más bajo de deviance del modelo indica un mejor ajuste del modelo a los datos. La diferencia entre la deviance nula y la deviance del modelo se utiliza para realizar pruebas estadísticas para determinar si el modelo es estadísticamente significativo.\n", "\n", "En resumen, la deviance del modelo es una medida que se utiliza para evaluar la calidad del ajuste de un modelo en comparación con un modelo nulo y determinar si el modelo proporciona una mejora significativa en la explicación de los datos.\n", "\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### <span style=\"color:#4CC9F0\">Distribución asintótica de la Deviance del modelo</span>" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Si el modelo ajusta bien a los datos se tiene que asintóticamente $D_{\\text{modelo}} \\sim \\chi^2(p-1)$. En donde $p$ el número de parámetros.\n", "\n", "La deviance del modelo y la estadística $X^2$ coinciden asintóticamente en distribución. En el ejemplo $p=3$, por lo que si las cosas van bien $D_{\\text{modelo}} \\sim \\chi^2(2) $. Por lo que una valor de 1.9468 indica un buen ajuste global del modelo a los datos." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.4" } }, "nbformat": 4, "nbformat_minor": 4 }