{ "cells": [ { "cell_type": "code", "execution_count": 72, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import scipy.stats\n", "import scipy as sp\n", "from mpl_toolkits.mplot3d import Axes3D\n", "import statsmodels.formula.api as smf\n", "import linregfunc as lr\n", "import pandas as pd\n", "import seaborn as sns\n", "\n", "plt.style.use(\"fivethirtyeight\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Common Distributions in Hypothesis Testing " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we will have a quick refresh of distributions that are commonly used in hypothesis testing. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## The Normal Distributions " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Normal Distribution is the most important one among all, here we provide a graphic reminder of bivariate normal distribution. Please check out my notebooks of linear algebra, there is a whole chapter devoted for normal distribution.\n", "\n", "For your reference, the pdf of multivariate normal distribution is" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "$$\n", "p(\\boldsymbol{x} ; \\mu, \\Sigma)=\\frac{1}{(2 \\pi)^{n / 2}|\\Sigma|^{1 / 2}} \\exp \\left(-\\frac{1}{2}(x-\\mu)^{T} \\Sigma^{-1}(x-\\mu)\\right) \\tag{1}\\label{1}\n", "$$" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "x = np.linspace(-10, 10, 500)\n", "y = np.linspace(-10, 10, 500)\n", "X, Y = np.meshgrid(x, y)\n", "\n", "pos = np.array([X.flatten(), Y.flatten()]).T # two columns matrix\n", "\n", "fig = plt.figure(figsize=(14, 14))\n", "\n", "#########################\n", "ax = fig.add_subplot(221, projection=\"3d\")\n", "\n", "mu_x = 0\n", "mu_y = 0\n", "\n", "sigma_x = 3\n", "sigma_y = 15\n", "rho = 3\n", "\n", "rv = sp.stats.multivariate_normal(\n", " [mu_x, mu_y], [[sigma_x, rho], [rho, sigma_y]]\n", ") # frozen distribution\n", "ax.plot_surface(X, Y, rv.pdf(pos).reshape(500, 500), cmap=\"coolwarm\")\n", "\n", "ax = fig.add_subplot(223)\n", "ax.contour(rv.pdf(pos).reshape(500, 500))\n", "string1 = r\"$\\sigma_x = %.1f$, $\\sigma_y = %.1f$, $\\rho = %.1f$\" % (\n", " sigma_x,\n", " sigma_y,\n", " rho,\n", ")\n", "ax.annotate(text=string1, xy=(0.2, 0.05), xycoords=\"axes fraction\", color=\"r\")\n", "\n", "####\n", "\n", "mu_x = 0\n", "mu_y = 0\n", "\n", "sigma_x = 10\n", "sigma_y = 4\n", "rho = 0\n", "\n", "rv = sp.stats.multivariate_normal(\n", " [mu_x, mu_y], [[sigma_x, rho], [rho, sigma_y]]\n", ") # frozen distribution\n", "ax = fig.add_subplot(222, projection=\"3d\")\n", "ax.plot_surface(X, Y, rv.pdf(pos).reshape(500, 500), cmap=\"coolwarm\")\n", "\n", "ax = fig.add_subplot(224)\n", "ax.contour(rv.pdf(pos).reshape(500, 500))\n", "string2 = r\"$\\sigma_x = %.1f$, $\\sigma_y = %.1f$, $\\rho = %.1f$\" % (\n", " sigma_x,\n", " sigma_y,\n", " rho,\n", ")\n", "ax.annotate(text=string2, xy=(0.2, 0.05), xycoords=\"axes fraction\", color=\"r\")\n", "#########################\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Keep in your mind: _any linear combination of normally distributed variables is yet a normal distribution_." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## The Chi-Squared Distribution " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If an $n$-random vector follows $iid$ normal distribution, $\\boldsymbol{z}\\sim N(\\boldsymbol{0}, \\mathbf{I})$. Then the random variable\n", "\n", "$$\n", "y = \\boldsymbol{z}^T\\boldsymbol{z} = \\sum_{i=i}^n z_i^2\n", "$$\n", "\n", "is said to follow the **chi-squared distribution** with $n$ degrees of freedom. Denoted as\n", "\n", "$$\n", "y\\sim\\chi^2(n)\n", "$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The mean is \n", "\n", "$$\\mathrm{E}(y)=\\sum_{i=1}^{m} \\mathrm{E}\\left(z_{i}^{2}\\right)=\\sum_{i=1}^{m} 1=m$$\n", "\n", "And the variance is\n", "\n", "$$\\begin{aligned}\n", "\\operatorname{Var}(y) &=\\sum_{i=1}^{m} \\operatorname{Var}\\left(z_{i}^{2}\\right)=m \\mathrm{E}\\left(\\left(z_{i}^{2}-1\\right)^{2}\\right) \\\\\n", "&=m \\mathrm{E}\\left(z_{i}^{4}-2 z_{i}^{2}+1\\right)=m(3-2+1)=2 m\n", "\\end{aligned}$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As $n$ increases, the probability density function of $\\chi^2$ approaches the $N(m, 2m)$. Here is the graphic demonstration shows how $\\chi^2$ distribution changes as d.o.f. rises." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(9, 9))\n", "x = np.linspace(0, 50, 1000)\n", "for i in range(1, 14):\n", " chi_pdf = sp.stats.chi2.pdf(x, i)\n", " ax.plot(x, chi_pdf, lw=3, label=\"$\\chi^2 (%.0d)$\" % i)\n", " ax.legend(fontsize=12)\n", "ax.axis([0, 20, 0, 0.6])\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Quadratic Form of $\\chi^2$ Distribution " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If an $n$-random vector $\\boldsymbol{y} \\sim N(\\boldsymbol{\\mu}, \\Sigma)$ then \n", "\n", "$$\n", "(\\boldsymbol{y} - \\boldsymbol{\\mu})^T\\Sigma^{-1}(\\boldsymbol{y}-\\boldsymbol{\\mu})\\sim \\chi^2(n)\n", "$$\n", "\n", "If $\\boldsymbol{y} \\sim N(\\boldsymbol{0}, \\Sigma)$ simplifies the expression\n", "\n", "$$\n", "\\boldsymbol{y}^T\\Sigma^{-1}\\boldsymbol{y}\\sim \\chi^2(n)\n", "$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will show why that holds by using diagonal decomposition. Since the $\\Sigma$ is symmetric, it is orthogonally diagonalizable, \n", "\n", "\n", "$$\n", "\\Sigma = QDQ^T \n", "$$\n", "\n", "where \n", "\n", "$$\n", "D=\\left[\\begin{array}{ccccc}\n", "\\lambda_{1} & 0 & 0 & \\ldots & 0 \\\\\n", "0 & \\lambda_{2} & 0 & \\ldots & 0 \\\\\n", "\\vdots & \\vdots & \\vdots & & \\vdots \\\\\n", "0 & 0 & 0 & \\ldots & \\lambda_{n}\n", "\\end{array}\\right]\n", "$$\n", "\n", "$\\lambda$s are eigenvalues. And $Q^{-1} = Q^T$, $Q$ holds all the eigenvectors of $\\Sigma$ which are mutually perpendicular." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Denote $D^*$ as \n", "\n", "$$\n", "D^* =\n", "\\left[\\begin{array}{ccccc}\n", "\\frac{1}{\\sqrt{\\lambda_{1}}} & 0 & 0 & \\ldots & 0 \\\\\n", "0 & \\frac{1}{\\sqrt{\\lambda_{2}}} & 0 & \\ldots & 0 \\\\\n", "\\vdots & \\vdots & \\vdots & & \\vdots \\\\\n", "0 & 0 & 0 & \\ldots & \\frac{1}{\\sqrt{\\lambda_{n}}}\n", "\\end{array}\\right]\n", "$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let the matrix $H = QD^*Q^T$, since $H$ is also symmetric\n", "\n", "$$\n", "HH^T= QD^*Q^TQD^*Q^T= Q^TD^*D^*Q = QD^{-1}Q^T =\\Sigma^{-1}\n", "$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Furthermore\n", "\n", "$$\n", "H\\Sigma H^T = QD^*Q^T\\Sigma QD^*Q^T = QD^*Q^TQDQ^T QD^*Q^T = QD^*DD^*Q^T = QQ^T = I\n", "$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Back to the results from above, we set $\\boldsymbol{z} = H^T (\\boldsymbol{y}-\\boldsymbol{\\mu})$, which is standard normal distribution since\n", "\n", "$$\n", "E(\\boldsymbol{z})= H^TE(\\boldsymbol{y}-\\boldsymbol{\\mu})=\\boldsymbol{0}\\\\\n", "\\text{Var}(\\boldsymbol{z}) = H\\text{Var}(\\boldsymbol{y}-\\boldsymbol{\\mu})H^T =H\\Sigma H^T = I \n", "$$\n", "\n", "Back to where we started\n", "\n", "$$\n", "(\\boldsymbol{y}-\\boldsymbol{\\mu})^T\\Sigma^{-1}(\\boldsymbol{y}-\\boldsymbol{\\mu}) = (\\boldsymbol{y}-\\boldsymbol{\\mu})^THH^T (\\boldsymbol{y}-\\boldsymbol{\\mu}) = (H^T (\\boldsymbol{y}-\\boldsymbol{\\mu}))^T(H^T (\\boldsymbol{y}-\\boldsymbol{\\mu})) = \\boldsymbol{z}^T\\boldsymbol{z}\n", "$$\n", "\n", "here we proved that $(\\boldsymbol{y}-\\boldsymbol{\\mu})^T\\Sigma^{-1}(\\boldsymbol{y}-\\boldsymbol{\\mu}) \\sim \\chi^2(n)$." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "More details of proof in this page.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## The Student’s $t$ Distribution " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If $z\\sim N(0, 1)$ and $y\\sim \\chi^2(m)$, and $z$ and $y$ are independent, then \n", "\n", "$$\n", "t = \\frac{z}{\\sqrt{y/m}}\n", "$$\n", "\n", "follows the **Student's t distribution** with $m$ d.o.f. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here is the plot of $t$-distribution, note that $t(1)$ is called **Cauchy distribution** which has no moments at all, because integral does not converge due to fat tails." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(12, 7))\n", "x = np.linspace(-5, 5, 1000)\n", "for i in range(1, 6):\n", " chi_pdf = sp.stats.t.pdf(x, i)\n", " if i == 1:\n", " ax.plot(x, chi_pdf, lw=3, label=\"Cauchy\", ls=\"--\")\n", " continue\n", " else:\n", " ax.plot(x, chi_pdf, lw=3, label=\"$t (%.0d)$\" % i)\n", " ax.legend(fontsize=12)\n", "ax.axis([-5, 5, 0, 0.4])\n", "ax.set_title(\"Student's $t$ Distribution\", size=18)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As $m \\rightarrow \\infty$, $t(m)\\rightarrow N(0, 1)$, in the limit process, the tails of $t$ distribution will diminish, and becoming thinner." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## The $F$ Distribution " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If $y_1$ and $y_2$ are independent random variables distributed as $\\chi^2(m_1)$ and $\\chi^2(m_2)$, then the random variable \n", "\n", "$$\n", "F = \\frac{y_1/m_1}{y_2/m_2}\n", "$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "follows the **$F$ distribution**, denoted $ F(m_1, m_2)$." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "x = np.linspace(0.001, 5, 100)\n", "fig, ax = plt.subplots(figsize=(12, 7))\n", "\n", "df1 = 10\n", "df2 = 2\n", "f_pdf = sp.stats.f.pdf(x, dfn=df1, dfd=df2)\n", "ax.plot(x, f_pdf, lw=3, label=\"$df_1 = %.d, df_2 = %.d$\" % (df1, df2))\n", "\n", "df1 = 2\n", "df2 = 10\n", "f_pdf = sp.stats.f.pdf(x, dfn=df1, dfd=df2)\n", "ax.plot(x, f_pdf, lw=3, label=\"$df_1 = %.d, df_2 = %.d$ \" % (df1, df2))\n", "\n", "df1 = 8\n", "df2 = 15\n", "f_pdf = sp.stats.f.pdf(x, dfn=df1, dfd=df2)\n", "ax.plot(x, f_pdf, lw=3, color=\"red\", label=\"$df_1 = %.d, df_2 = %.d$\" % (df1, df2))\n", "\n", "df1 = 15\n", "df2 = 8\n", "f_pdf = sp.stats.f.pdf(x, dfn=df1, dfd=df2)\n", "ax.plot(x, f_pdf, lw=3, label=\"$df_1 = %.d, df_2 = %.d$ \" % (df1, df2))\n", "\n", "ax.legend(fontsize=15)\n", "ax.axis([0, 4, 0, 0.8])\n", "ax.set_title(\"$F$ Distribution\", size=18)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Single Restriction " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Any linear restriction, such as $\\beta_1 = 5$, $\\beta_1 =2{\\beta_2}$ can be tested, however, no loss of generality if linear restriction of $\\beta_2=0$ is demonstrated. \n", "\n", "We first take a look at single restriction, see how FWL regression can help to construct statistic tests. \n", "\n", "The regression model is \n", "\n", "$$\n", "\\boldsymbol{y} = \\boldsymbol{X}_1\\boldsymbol{\\beta}_1+\\beta_2\\boldsymbol{x}_2+\\boldsymbol{u}\n", "$$\n", "\n", "where $\\boldsymbol{x}_2$ is an $n$-vector, whereas $\\boldsymbol{X}_1$ is an $n\\times (m-1)$ matrix. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Project $\\boldsymbol{X}_1$ off $\\boldsymbol{x}_2$, the FWL regression is\n", "\n", "$$\n", "\\boldsymbol{M}_1\\boldsymbol{y} = \\beta_2\\boldsymbol{M}_1\\boldsymbol{x}_2 + \\boldsymbol{M}_1\\boldsymbol{u}\n", "$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Applying OLS estimate and variance formula,\n", "\n", "$$\n", "\\hat{\\beta}_2 = [(\\boldsymbol{M}_1\\boldsymbol{x}_2)^T\\boldsymbol{M}_1\\boldsymbol{x}_2]^{-1}(\\boldsymbol{M}_1\\boldsymbol{x}_2)^T\\boldsymbol{M}_1\\boldsymbol{y}=(\\boldsymbol{x}_2^T\\boldsymbol{M}_1\\boldsymbol{x}_2)^{-1}\\boldsymbol{x}_2^T\\boldsymbol{M}_1\\boldsymbol{y}=\\frac{\\boldsymbol{x}_2^T\\boldsymbol{M}_1\\boldsymbol{y}}{\\boldsymbol{x}_2^T\\boldsymbol{M}_1\\boldsymbol{x}_2}\\\\\n", "\\text{Var}(\\hat{\\beta}_2) = \\sigma^2 [(\\boldsymbol{M}_1\\boldsymbol{x}_2)^T(\\boldsymbol{M}_1\\boldsymbol{x}_2)]^{-1} = \\sigma^2(\\boldsymbol{x}_2^T\\boldsymbol{M}_1\\boldsymbol{x}_2)^{-1}\n", "$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If null hypothesis is $\\beta_2^0=0$, also assuming that $\\sigma^2$ is known. Construct a $z$-statistic\n", "\n", "$$\n", "z_{\\beta_2} = \\frac{\\hat{\\beta}_2}\n", "{\\sqrt{\\text{Var}(\\hat{\\beta}_2)}}=\\frac{\\frac{\\boldsymbol{x}_2^T\\boldsymbol{M}_1\\boldsymbol{y}}{\\boldsymbol{x}_2^T\\boldsymbol{M}_1\\boldsymbol{x}_2}}{ \\sigma(\\boldsymbol{x}_2^T\\boldsymbol{M}_1\\boldsymbol{x}_2)^{-\\frac{1}{2}}}\n", "= \\frac{\\boldsymbol{x}_2^T\\boldsymbol{M}_1\\boldsymbol{y}}{\\sigma(\\boldsymbol{x}_2^T\\boldsymbol{M}_1\\boldsymbol{x}_2)^{\\frac{1}{2}}}\n", "$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "However, $\\sigma$ is not likely to be known, hence we replace it with $s$, the least square standard error estimator. Recall that \n", "\n", "$$\n", "s^2 =\\frac{1}{n-k} \\sum_{t=1}^n u_t^2 = \\frac{\\boldsymbol{u}^T\\boldsymbol{u}}{n-k}= \\frac{(\\boldsymbol{M_X y})^T\\boldsymbol{M_X y}}{n-k}=\\frac{\\boldsymbol{y}^T\\boldsymbol{M_X y}}{n-k}\n", "$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Replace the $\\sigma$ in $z_{\\beta_2}$, we obtain $t$-statistic\n", "\n", "$$\n", "t_{\\beta_2} = \\frac{\\boldsymbol{x}_2^T\\boldsymbol{M}_1\\boldsymbol{y}}{s(\\boldsymbol{x}_2^T\\boldsymbol{M}_1\\boldsymbol{x}_2)^{\\frac{1}{2}}} = \\left(\\frac{\\boldsymbol{y}^T\\boldsymbol{M_X y}}{n-k}\\right)^{-\\frac{1}{2}}\\frac{\\boldsymbol{x}_2^T\\boldsymbol{M}_1\\boldsymbol{y}}{(\\boldsymbol{x}_2^T\\boldsymbol{M}_1\\boldsymbol{x}_2)^{\\frac{1}{2}}}\n", "$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Of course we can also show it indeed follows the $t$ distribution by using the definition that the ratio of standard normal variable to a $\\chi^2$ variable. However, this is unnecessary for us." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Multiple Restrictions " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Multiple restrictions test can be formulated as following\n", "\n", "$$\n", "H_0:\\quad \\boldsymbol{y} = \\boldsymbol{X}_1\\boldsymbol{\\beta_1} + \\boldsymbol{u}\\\\\n", "H_1:\\quad \\boldsymbol{y} = \\boldsymbol{X}_1\\boldsymbol{\\beta_1} +\\boldsymbol{X}_2\\boldsymbol{\\beta_2}+ \\boldsymbol{u}\n", "$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "$H_0$ is restricted model, $H_1$ is unrestricted. And we denote restricted residual sum of squares as $\\text{RRSS}$, and unrestricted residual sum of squares as $\\text{URSS}$, the test statistic is \n", "\n", "$$\n", "F_{\\beta_2}= \\frac{(\\text{RRSS}-\\text{URSS})/r}{\\text{URSS}/(n-k)}\n", "$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "where $r=k_2$, the number of restrictions on $\\beta_2$.\n", "\n", "Using FWL regression with $\\boldsymbol{M}_1$ and $\\text{TSS = ESS + RSS}$, \n", "\n", "$$\n", "\\boldsymbol{M}_1\\boldsymbol{y}=\\boldsymbol{M}_1\\boldsymbol{X}_2\\boldsymbol{\\beta}_2+\\boldsymbol{u} \\tag{FWL regression}\n", "$$\n", "\n", "\\begin{align}\n", "\\text{URSS}& =(\\boldsymbol{M_1y})^T\\boldsymbol{M_1y}- \\underbrace{\\left[\\boldsymbol{M}_1\\boldsymbol{X}_2[(\\boldsymbol{M}_1\\boldsymbol{X}_2)^T\\boldsymbol{M}_1\\boldsymbol{X}_2]^{-1}(\\boldsymbol{M}_1\\boldsymbol{X}_2)^T\\boldsymbol{y}\\right]^T}_{\\text{projection matrix}\\ P}\\boldsymbol{y}\\\\\n", " &= \\boldsymbol{y}^T\\boldsymbol{M}_1\\boldsymbol{y} -\\boldsymbol{y}^T\\boldsymbol{M}_1\\boldsymbol{X}_2(\\boldsymbol{X}_2^T\\boldsymbol{M}_1\\boldsymbol{X}_2)^{-1}\\boldsymbol{X}^T_2\\boldsymbol{M}_1 \\boldsymbol{y} = \\boldsymbol{y}^T\\boldsymbol{M_X}\\boldsymbol{y}\n", "\\end{align}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "$$\n", "\\text{RRSS} = (\\boldsymbol{M}_1y)^T\\boldsymbol{M}_1y = \\boldsymbol{y}^T\\boldsymbol{M}_1\\boldsymbol{y}\n", "$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Therefore\n", "$$\n", "\\text{RRSS}-\\text{URSS}=\\boldsymbol{y}^T\\boldsymbol{M}_1\\boldsymbol{X}_2(\\boldsymbol{X}_2^T\\boldsymbol{M}_1\\boldsymbol{X}_2)^{-1}\\boldsymbol{X}^T_2\\boldsymbol{M}_1 \\boldsymbol{y}\n", "$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We have all parts of $F$ statistic, combine them\n", "\n", "$$\n", "F_{\\boldsymbol{\\beta}_{2}}=\\frac{\\boldsymbol{y}^{T} \\boldsymbol{M}_{1} \\boldsymbol{X}_{2}\\left(\\boldsymbol{X}_{2}^{T} \\boldsymbol{M}_{1} \\boldsymbol{X}_{2}\\right)^{-1} \\boldsymbol{X}_{2}^{T} \\boldsymbol{M}_{1} \\boldsymbol{y} / r}{\\boldsymbol{y}^{T} \\boldsymbol{M}_{\\boldsymbol{X}} \\boldsymbol{y} /(n-k)}\n", "$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In contrast, $t$ statistic will be\n", "$$\n", "t_{\\beta_{2}}=\\sqrt{\\frac{\\boldsymbol{y}^{\\top} \\boldsymbol{M}_{1} \\boldsymbol{x}_{2}\\left(\\boldsymbol{x}_{2}^{\\top} \\boldsymbol{M}_{1} \\boldsymbol{x}_{2}\\right)^{-1} \\boldsymbol{x}_{2}^{\\top} \\boldsymbol{M}_{1} \\boldsymbol{y}}{\\boldsymbol{y}^{\\top} \\boldsymbol{M}_{\\boldsymbol{X}} \\boldsymbol{y} /(n-k)}}\n", "$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To test the equality of two parameter vectors, we modify the $F$ test as\n", "$$\n", "F_{\\gamma}=\\frac{\\left(\\mathrm{RRSS}-\\mathrm{RSS}_{1}-\\mathrm{RSS}_{2}\\right) / k}{\\left(\\mathrm{RSS}_{1}+\\mathrm{RSS}_{2}\\right) /(n-2 k)}\n", "$$\n", "for example, the sample being divided into two subsamples, to compare the stability of two subsamples, this so-called **Chow test** is a common practice." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Asymptotic Theory " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Asymptotic Theory** is concerned with the distribution of estimators and test statistics as the sample size $n$ tends to infinity." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Law of Large Numbers " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The widely-known **Law of Large Numbers** ($\\text{LLN}$) takes the form\n", "$$\n", "\\bar{x} = \\frac{1}{n}\\sum_{t=1}^nx_t\n", "$$\n", "where $x_t$ are independent variables with its own bounded variance $\\sigma_t^2$ and a common mean $\\mu$. $\\text{LLN}$ tells that as $n\\rightarrow \\infty$, then $\\bar{x} \\rightarrow \\mu$.\n", "\n", "The **Fundamental Theorem of Statistics** can be proved with $\\text{LLN}$.\n", "\n", "An **empirical distribution function** ($\\text{EDF}$) can be expressed as\n", "$$\n", "\\hat{F}(x) \\equiv \\frac{1}{n} \\sum_{t=1}^{n} I\\left(x_{t} \\leq x\\right)\n", "$$\n", "where $I(\\cdot)$ is an **indicator function**, which takes value $1$ when its argument is true, otherwise $0$. To prove the Fundamental Theorem of Statistics, we invoke the $\\text{LLN}$, expand the expectation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\\begin{aligned}\n", "\\mathrm{E}\\left(I\\left(x_{t} \\leq x\\right)\\right) &=0 \\cdot \\operatorname{Pr}\\left(I\\left(x_{t} \\leq x\\right)=0\\right)+1 \\cdot \\operatorname{Pr}\\left(I\\left(x_{t} \\leq x\\right)=1\\right) \\\\\n", "&=\\operatorname{Pr}\\left(I\\left(x_{t} \\leq x\\right)=1\\right)=\\operatorname{Pr}\\left(x_{t} \\leq x\\right)=F(x)\n", "\\end{aligned}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It turns out that $\\hat{F}(x)$ is a consistent estimator of $F(x)$." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Central Limit Theorems " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The **Central Limit Theorems** ($\\text{CLT}$) tells that $\\frac{1}{n}$ times the sum of $n$ centered random variables will approximately follow a normal distribution when $n$ is sufficiently large. The most well $\\text{CLT}$ is **Lindeberg-Lévy** $\\text{CLT}$, the quantity\n", "$$\n", "z \\equiv \\frac{1}{\\sqrt{n}} \\sum_{t=1}^{n} \\frac{x_{t}-\\mu}{\\sigma}\n", "$$\n", "is **asymptotically distributed** as $N(0,1)$." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We won't bother to prove them, but they are the implicit theoretical foundation when we are discussing **simulation-based tests**." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Bootstrapping " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The bootstrapping is a computational technique for handling small size sample or any sample that doesn't follow any known distribution. \n", "\n", "It's rare to see it in classical linear regression model, since the sampling distribution of coefficients follow normal distribution if disturbance terms follow normal distribution.\n", "\n", "However, for demonstration purpose, we will show how a bootstrap test is perform. The model is a simple linear regression\n", "$$\n", "Y_t = 5 + 6 X_t + 10u_t\n", "$$\n", "where $u_t\\sim N(0, 1)$." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Generate $Y$ and $X$ then pass them to a data frame." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "ols_obj = lr.OLS_Simu(100, 2, [5, 6], 10)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "bootstr_params_const, bootstr_params_1 = [], []\n", "nr_bootstrp = 100" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "df = pd.DataFrame(ols_obj.X)\n", "df[\"y\"] = ols_obj.y\n", "df.columns = [\"const\", \"x1\", \"y\"]" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "resample_size = 100" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Repetitively sample from the generated dataframe and estimate parameters." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(18, 8), nrows=1, ncols=3)\n", "for i in range(nr_bootstrp):\n", " df_resample = df.sample(resample_size, replace=True)\n", " ols_fit = smf.ols(formula=\"y ~ x1\", data=df_resample).fit()\n", " bootstrap_params = ols_fit.params\n", " bootstr_params_const.append(bootstrap_params[0])\n", " bootstr_params_1.append(bootstrap_params[1])\n", " y_pred_temp = ols_fit.predict(df_resample[\"x1\"])\n", " ax[0].plot(df_resample[\"x1\"], y_pred_temp, alpha=0.2)\n", "ax[0].set_title(\"Bootstrap Regression Plot\")\n", "ax[1].hist(bootstr_params_const, bins=30)\n", "ax[1].set_title(r\"$\\beta_1$\")\n", "ax[2].hist(bootstr_params_1, bins=30)\n", "ax[2].set_title(r\"$\\beta_2$\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "tags": [] }, "source": [ "# Confidence Interval " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A **confidence interval** for some parameter $\\theta$ consists all values of $\\theta_0$ that can't be rejected by corresponding hypothesis. If the finite-sample distribution is known, we have an **exact confidence interval** $[\\theta_l, \\theta_u]$, of which $\\theta_l$ and $\\theta_u$ represents lower and upper limit. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For instance, we have a test statistic\n", "$$\n", "\\tau\\left(\\boldsymbol{y}, \\theta_{0}\\right) \\equiv\\frac{\\hat{\\theta}-\\theta_{0}}{s_{\\theta}}\n", "$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here $\\boldsymbol{y}$ denotes the sample used to compute the particular realization of the statistic, $\\hat{\\theta}$ is the estimate of $\\theta$ and $s_\\theta$ is the corresponding standard error. The confidence interval can be found by solving the equation\n", "$$\n", "\\tau(\\boldsymbol{y}, \\theta)=c_{\\alpha}\n", "$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "where $c_\\alpha$ is the critical value with significance level $\\alpha$. Solve\n", "$$\n", "\\frac{\\hat{\\theta}-\\theta}{s_{\\theta}}=c_{\\alpha}\n", "$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Two solutions are \n", "$$\n", "\\theta_{l}=\\hat{\\theta}-s_{\\theta} c_{\\alpha} \\quad \\text { and } \\quad \\theta_{u}=\\hat{\\theta}+s_{\\theta} c_{\\alpha}\n", "$$\n", "The confidence interval is \n", "$$\n", "[\\hat{\\theta}-s_{\\theta} c_{\\alpha},\\quad \\hat{\\theta}+s_{\\theta} c_{\\alpha}]\n", "$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To obtain critical values, it is convenient to use cumulative distribution function, e.g. the common critical value of $t$-statistic is $\\pm 1.96$ assuming a large degree of freedom. " ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([-1.96233908, 1.96233908])" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sp.stats.t.ppf([0.025, 0.975], df=1000)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you wish to have the same mass on each side of the distribution, the quantiles are $\\frac{\\alpha}{2}$ and $1-\\frac{\\alpha}{2}$." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For a linear regression model\n", "$$\n", "\\operatorname{Pr}\\left(t_{\\alpha / 2} \\leq \\frac{\\hat{\\beta}-\\beta}{s} \\leq t_{1-(\\alpha / 2)}\\right)=1-\\alpha\n", "$$\n", "Solve it, we get\n", "$$\n", "\\operatorname{Pr}\\left(\\hat{\\beta}_{2}-s_{2} t_{\\alpha / 2} \\geq \\beta_{20} \\geq \\hat{\\beta}_{2}-s_{2} t_{1-(\\alpha / 2)}\\right)\n", "$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Or more intuitively written as\n", "$$\n", "[\\hat{\\beta}_{2}-s_{2} t_{1-(\\alpha / 2)}, \\quad \\hat{\\beta}_{2}+s_{2} t_{1-(\\alpha / 2)}]\n", "$$" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [], "source": [ "df = pd.read_excel(\"Basic_Econometrics_practice_data.xlsx\", sheet_name=\"US_CobbDauglas\")\n", "df.columns = (\"Area\", \"Output\", \"Labour\", \"Capital\")\n", "ols_obj_fit = smf.ols(\n", " formula=\"np.log(Output) ~ np.log(Labour) + np.log(Capital)\", data=df\n", ").fit()" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " OLS Regression Results \n", "==============================================================================\n", "Dep. Variable: np.log(Output) R-squared: 0.964\n", "Model: OLS Adj. R-squared: 0.963\n", "Method: Least Squares F-statistic: 645.9\n", "Date: Fri, 18 Mar 2022 Prob (F-statistic): 2.00e-35\n", "Time: 14:16:17 Log-Likelihood: -3.4267\n", "No. Observations: 51 AIC: 12.85\n", "Df Residuals: 48 BIC: 18.65\n", "Df Model: 2 \n", "Covariance Type: nonrobust \n", "===================================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "-----------------------------------------------------------------------------------\n", "Intercept 3.8876 0.396 9.812 0.000 3.091 4.684\n", "np.log(Labour) 0.4683 0.099 4.734 0.000 0.269 0.667\n", "np.log(Capital) 0.5213 0.097 5.380 0.000 0.326 0.716\n", "==============================================================================\n", "Omnibus: 45.645 Durbin-Watson: 1.946\n", "Prob(Omnibus): 0.000 Jarque-Bera (JB): 196.024\n", "Skew: 2.336 Prob(JB): 2.72e-43\n", "Kurtosis: 11.392 Cond. No. 201.\n", "==============================================================================\n", "\n", "Notes:\n", "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n" ] } ], "source": [ "print(ols_obj_fit.summary())" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Intercept 3.090929\n", "np.log(Labour) 0.269428\n", "np.log(Capital) 0.326475\n", "Name: 0, dtype: float64" ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ols_obj_fit.conf_int()[0]" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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01
Intercept3.0909294.684270
np.log(Labour)0.2694280.667236
np.log(Capital)0.3264750.716084
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" ], "text/plain": [ " 0 1\n", "Intercept 3.090929 4.684270\n", "np.log(Labour) 0.269428 0.667236\n", "np.log(Capital) 0.326475 0.716084" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ols_obj_fit.conf_int()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Full Session of Bootstrapping " ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [], "source": [ "df = pd.read_excel(\"Basic_Econometrics_practice_data.xlsx\", sheet_name=\"US_CobbDauglas\")\n", "df.columns = (\"Area\", \"Output\", \"Labour\", \"Capital\")\n", "ols_obj_fit = smf.ols(\n", " formula=\"np.log(Output) ~ np.log(Labour) + np.log(Capital)\", data=df\n", ").fit()" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " OLS Regression Results \n", "==============================================================================\n", "Dep. Variable: np.log(Output) R-squared: 0.964\n", "Model: OLS Adj. R-squared: 0.963\n", "Method: Least Squares F-statistic: 645.9\n", "Date: Fri, 18 Mar 2022 Prob (F-statistic): 2.00e-35\n", "Time: 14:16:17 Log-Likelihood: -3.4267\n", "No. Observations: 51 AIC: 12.85\n", "Df Residuals: 48 BIC: 18.65\n", "Df Model: 2 \n", "Covariance Type: nonrobust \n", "===================================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "-----------------------------------------------------------------------------------\n", "Intercept 3.8876 0.396 9.812 0.000 3.091 4.684\n", "np.log(Labour) 0.4683 0.099 4.734 0.000 0.269 0.667\n", "np.log(Capital) 0.5213 0.097 5.380 0.000 0.326 0.716\n", "==============================================================================\n", "Omnibus: 45.645 Durbin-Watson: 1.946\n", "Prob(Omnibus): 0.000 Jarque-Bera (JB): 196.024\n", "Skew: 2.336 Prob(JB): 2.72e-43\n", "Kurtosis: 11.392 Cond. No. 201.\n", "==============================================================================\n", "\n", "Notes:\n", "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n" ] } ], "source": [ "print(ols_obj_fit.summary())" ] }, { "cell_type": "code", "execution_count": 53, "metadata": { "tags": [] }, "outputs": [ { "data": { "text/plain": [ "3" ] }, "execution_count": 53, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(ols_obj_fit.params)" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "3.8875995240416508" ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ols_obj_fit.params[\"Intercept\"]" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Intercept 3.090929\n", "np.log(Labour) 0.269428\n", "np.log(Capital) 0.326475\n", "Name: 0, dtype: float64" ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ols_obj_fit.conf_int()[0]" ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "tags": [] }, "outputs": [ { "data": { "text/html": [ "
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01
Intercept3.0909294.684270
np.log(Labour)0.2694280.667236
np.log(Capital)0.3264750.716084
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" ], "text/plain": [ " 0 1\n", "Intercept 3.090929 4.684270\n", "np.log(Labour) 0.269428 0.667236\n", "np.log(Capital) 0.326475 0.716084" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ols_obj_fit.conf_int()" ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [], "source": [ "formula = \"np.log(Output) ~ np.log(Labour) + np.log(Capital)\"\n", "# number of bootstrap rounds\n", "B = 2000\n", "\n", "# placeholder matrix B rows and k columns\n", "results_bootrp = np.zeros((B, len(ols_obj_fit.params)))\n", "\n", "# row id range\n", "row_id = range(0, df.shape[0])\n", "\n", "for i in range(B):\n", " # this samples with replacement from rows\n", " this_sample = np.random.choice(\n", " row_id, size=df.shape[0], replace=True\n", " ) # gives sampled row numbers\n", " # Define data for this replicate:\n", " df_bootstrp = df.iloc[this_sample]\n", " # Estimate model\n", " params_bootstrp = smf.ols(formula, data=df_bootstrp).fit().params\n", " # Store in row r of results_boot:\n", " results_bootrp[i, :] = params_bootstrp" ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [], "source": [ "results_bootrp = pd.DataFrame(\n", " results_bootrp, columns=[\"Intercept\", \"Labour\", \"Capital\"]\n", ")" ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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InterceptLabourCapital
03.6736040.7126150.320502
14.9253680.4178990.498794
23.8832340.4789610.511914
33.7757340.4114090.577818
43.4949960.4738190.543496
............
19953.7787010.6712040.350403
19964.3851000.5246690.438880
19974.0507590.5288410.455097
19983.6182950.5415260.473604
19993.9382930.3147250.651557
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2000 rows × 3 columns

\n", "
" ], "text/plain": [ " Intercept Labour Capital\n", "0 3.673604 0.712615 0.320502\n", "1 4.925368 0.417899 0.498794\n", "2 3.883234 0.478961 0.511914\n", "3 3.775734 0.411409 0.577818\n", "4 3.494996 0.473819 0.543496\n", "... ... ... ...\n", "1995 3.778701 0.671204 0.350403\n", "1996 4.385100 0.524669 0.438880\n", "1997 4.050759 0.528841 0.455097\n", "1998 3.618295 0.541526 0.473604\n", "1999 3.938293 0.314725 0.651557\n", "\n", "[2000 rows x 3 columns]" ] }, "execution_count": 63, "metadata": {}, "output_type": "execute_result" } ], "source": [ "results_bootrp" ] }, { "cell_type": "code", "execution_count": 71, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x_range = np.arange(B)\n", "fig, ax = plt.subplots(figsize=(18, 12), nrows=3, ncols=2)\n", "ax[0, 0].plot(x_range, results_bootrp[\"Intercept\"], lw=1)\n", "ax[0, 1].hist(results_bootrp[\"Intercept\"], bins=50, orientation=\"horizontal\")\n", "\n", "ax[1, 0].plot(x_range, results_bootrp[\"Labour\"], lw=1)\n", "ax[1, 1].hist(results_bootrp[\"Labour\"], bins=50, orientation=\"horizontal\")\n", "\n", "ax[2, 0].plot(x_range, results_bootrp[\"Capital\"], lw=1)\n", "ax[2, 1].hist(results_bootrp[\"Capital\"], bins=50, orientation=\"horizontal\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 79, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g = sns.PairGrid(results_bootrp)\n", "g.fig.set_size_inches(12, 12)\n", "g.map_diag(sns.kdeplot)\n", "g.map_lower(sns.kdeplot, cmap=\"Blues_d\")\n", "g.map_upper(sns.scatterplot)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "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": "3.8.12" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": true, "toc_position": {}, "toc_section_display": true, "toc_window_display": false } }, "nbformat": 4, "nbformat_minor": 4 }