{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "888c0917", "metadata": { "ExecuteTime": { "end_time": "2024-05-23T23:46:07.747861Z", "start_time": "2024-05-23T23:46:06.421980Z" } }, "outputs": [], "source": [ "from npDoseResponse import DerivEffect, IntegEst, DerivEffectBoot, IntegEstBoot, RegAdjust\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "import warnings\n", "warnings.filterwarnings('ignore')" ] }, { "cell_type": "markdown", "id": "619aa4fb", "metadata": {}, "source": [ "## Example 2: Nonlinear Effect Model\n", "\n", "We generate independent and identically distributed (i.i.d.) data $\\left\\{(Y_i,T_i,S_i)\\right\\}_{i=1}^n \\subset \\mathbb{R}^3$ with $n=300$ from the following nonlinear effect model as:\n", "$$Y=T^2+T+10Z+\\epsilon, \\quad T=\\cos\\left(\\pi Z^3\\right) + \\frac{Z}{4} + E, \\quad Z=4S_1+S_2, \\quad \\text{ and } \\quad \\mathbf{S}_i=(S_{i,1},S_{i,2}),$$\n", "where $S_{i,1},S_{i,2} \\sim_{i.i.d.} \\text{Uniform}[-1,1]$, $E\\sim \\text{Uniform}[-0.1, 0.1]$ is an independent treatment variation, and $\\epsilon \\sim \\mathcal{N}(0,1)$ is an exogenous normally distributed noise. The true dose-response curve is $m(t)=t^2+t$, and the true derivative effect is $\\theta(t)=m'(t)=2t+1$." ] }, { "cell_type": "code", "execution_count": 2, "id": "f7c00e82", "metadata": { "ExecuteTime": { "end_time": "2024-05-23T23:46:08.074698Z", "start_time": "2024-05-23T23:46:08.062722Z" } }, "outputs": [], "source": [ "n = 300\n", "\n", "# Generate a random sample from the nonlinear effect model\n", "np.random.seed(123)\n", "S = np.concatenate([2*np.random.rand(n).reshape(-1,1) - 1, \n", " 2*np.random.rand(n).reshape(-1,1) - 1], axis=1)\n", "Z = 4*S[:,0] + S[:,1]\n", "E = 0.2*np.random.rand(n) - 0.1\n", "T = np.cos(np.pi*Z**3) + Z/4 + E\n", "Y = T**2 + T + 10*Z + np.random.normal(loc=0, scale=1, size=n)\n", "X = np.concatenate([T.reshape(-1,1), S], axis=1)" ] }, { "cell_type": "code", "execution_count": 3, "id": "74fdabc5", "metadata": { "ExecuteTime": { "end_time": "2024-05-23T23:46:14.035355Z", "start_time": "2024-05-23T23:46:08.864582Z" } }, "outputs": [], "source": [ "t_qry = np.linspace(min(T)+0.01, max(T)-0.01, 100)\n", "\n", "# Traditional regression adjustment estimators\n", "Y_RA = RegAdjust(Y, X, t_eval=t_qry, degree=2, deriv_ord=0, h=None, b=None, C_h=6, C_b=3,\n", " print_bw=False, kernT=\"epanechnikov\", kernS=\"epanechnikov\", parallel=True, processes=14)\n", "Y_RA_deriv = RegAdjust(Y, X, t_eval=t_qry, degree=2, deriv_ord=1, h=None, b=None, C_h=6, C_b=3,\n", " print_bw=False, kernT=\"epanechnikov\", kernS=\"epanechnikov\", parallel=True, processes=14)" ] }, { "cell_type": "code", "execution_count": 4, "id": "1feb0cfb", "metadata": { "ExecuteTime": { "end_time": "2024-05-23T23:46:24.024906Z", "start_time": "2024-05-23T23:46:14.039668Z" } }, "outputs": [], "source": [ "# Propose integral and localized derivative estimators\n", "theta_est = DerivEffect(Y, X, t_eval=t_qry, h_bar=None, kernT_bar=\"gaussian\", h=None, b=None, C_h=6, C_b=3,\n", " print_bw=False, degree=2, deriv_ord=1, kernT=\"epanechnikov\", kernS=\"epanechnikov\",\n", " parallel=True, processes=14)\n", "\n", "m_est = IntegEst(Y, X, t_eval=t_qry, h_bar=None, kernT_bar=\"gaussian\", h=None, b=None, C_h=6, C_b=3,\n", " print_bw=False, degree=2, deriv_ord=1, kernT=\"epanechnikov\", kernS=\"epanechnikov\", \n", " parallel=True, processes=14)" ] }, { "cell_type": "code", "execution_count": 5, "id": "86861cee", "metadata": { "ExecuteTime": { "end_time": "2024-05-24T01:40:45.468048Z", "start_time": "2024-05-23T23:47:41.870113Z" } }, "outputs": [], "source": [ "# Nonparametric bootstrap inference\n", "np.random.seed(123)\n", "theta_est, theta_est_boot, theta_alpha, theta_alpha_var = DerivEffectBoot(Y, X, t_eval=t_qry, h_bar=None, \n", " kernT_bar=\"gaussian\", h=None, b=None, \n", " C_h=6, C_b=3, print_bw=False, \n", " degree=2, deriv_ord=1, \n", " kernT=\"epanechnikov\", kernS=\"epanechnikov\", \n", " boot_num=500, parallel=True, processes=14)\n", "\n", "m_est, m_est_boot, m_alpha, m_alpha_var = IntegEstBoot(Y, X, t_eval=t_qry, h_bar=None, kernT_bar=\"gaussian\", \n", " h=None, b=None, C_h=6, C_b=3, print_bw=False, \n", " degree=2, deriv_ord=1, kernT=\"epanechnikov\", kernS=\"epanechnikov\", \n", " boot_num=500, parallel=True, processes=14)" ] }, { "cell_type": "code", "execution_count": 6, "id": "83688310", "metadata": { "ExecuteTime": { "end_time": "2024-05-22T21:53:47.306192Z", "start_time": "2024-05-22T21:53:47.296835Z" } }, "outputs": [], "source": [ "# Compute the 95% uniform confidence bands\n", "# theta_boot_sup = np.max(np.abs(theta_est_boot - theta_est), axis=1)\n", "# m_boot_sup = np.max(np.abs(m_est_boot - m_est), axis=1)\n", "\n", "# theta_alpha = np.quantile(theta_boot_sup, 0.95)\n", "# m_alpha = np.quantile(m_boot_sup, 0.95)\n", "\n", "# # Compute the 95% pointwise confidence intervals\n", "# theta_boot_abs = np.abs(theta_est_boot - theta_est)\n", "# m_boot_abs = np.abs(m_est_boot - m_est)\n", "\n", "# theta_alpha_var = np.quantile(theta_boot_abs, 0.95, axis=0)\n", "# m_alpha_var = np.quantile(m_boot_abs, 0.95, axis=0)" ] }, { "cell_type": "code", "execution_count": 6, "id": "674259ec", "metadata": { "ExecuteTime": { "end_time": "2024-05-24T01:40:46.118702Z", "start_time": "2024-05-24T01:40:45.470699Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.rcParams.update({'font.size': 23})\n", "plt.figure(figsize=(7.5, 6))\n", "plt.plot(t_qry, Y_RA_deriv, color='darkorange', marker='D', linewidth=2, alpha=0.75, \n", " label=r'Regression adjustment estimator')\n", "plt.plot(t_qry, theta_est, color='seagreen', marker='o', linewidth=2, \n", " label=r'Our proposed estimator $\\widehat{\\theta}_C(t)$')\n", "plt.fill_between(t_qry, theta_est - theta_alpha_var, theta_est + theta_alpha_var, color='seagreen', \n", " alpha=.3, label='95% pointwise CIs')\n", "plt.plot(t_qry, theta_est - theta_alpha, linestyle='dashed', color='seagreen', linewidth=2)\n", "plt.plot(t_qry, theta_est + theta_alpha, linestyle='dashed', color='seagreen', linewidth=2,\n", " label='95% uniform confidence band')\n", "plt.plot(t_qry, 2*t_qry+1, color='red', linewidth=2, label=r'True derivative $\\theta(t)$')\n", "plt.ylim([-40,50])\n", "plt.legend(fontsize=10, loc='upper left', bbox_to_anchor=(-0.011, 1.015))\n", "plt.xlabel('Treatment level $t$')\n", "plt.ylabel(r'Derivative effect $\\theta(t)$', labelpad=-3)\n", "plt.margins(x=0.01, y=0.01)\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 7, "id": "52abfa51", "metadata": { "ExecuteTime": { "end_time": "2024-05-24T01:40:46.398247Z", "start_time": "2024-05-24T01:40:46.120404Z" } }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.rcParams.update({'font.size': 23})\n", "plt.figure(figsize=(7.5,6))\n", "plt.scatter(T, Y, facecolors='none', edgecolors='black', alpha=0.7, \n", " label=r'Observed $(T_i,Y_i), i=1,...,n$')\n", "# sns.rugplot(T, height=0.025, color='grey')\n", "plt.plot(t_qry, Y_RA, color='yellowgreen', marker=\"D\", linewidth=2, alpha=0.8, \n", " label=r'Regression adjustment estimator')\n", "plt.plot(t_qry, m_est, color='blue', linewidth=3, label=r'Our proposed estimator $\\widehat{m}_{\\theta}(t)$')\n", "plt.fill_between(t_qry, m_est - m_alpha_var, m_est + m_alpha_var, color='b', \n", " alpha=.3, label='95% pointwise CIs')\n", "plt.plot(t_qry, m_est - m_alpha, linestyle='dashed', color='blue', linewidth=2)\n", "plt.plot(t_qry, m_est + m_alpha, linestyle='dashed', color='blue', linewidth=2,\n", " label='95% uniform confidence band')\n", "plt.plot(t_qry, t_qry**2 + t_qry, color='red', linewidth=2, label=r'True dose-response curve $m(t)$')\n", "plt.legend(fontsize=10, loc='upper left', bbox_to_anchor=(-0.011, 1.012))\n", "plt.ylim([-55, 60])\n", "plt.xlabel('Treatment level $t$')\n", "plt.ylabel(r'Causal effect $m(t)$', labelpad=-5)\n", "plt.margins(x=0.01, y=0.02)\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "id": "d6d0e3a3", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "hide_input": false, "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": "3.10.12" } }, "nbformat": 4, "nbformat_minor": 5 }