{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "4fa101b4", "metadata": { "ExecuteTime": { "end_time": "2024-12-28T23:37:28.687513Z", "start_time": "2024-12-28T23:37:26.343520Z" } }, "outputs": [], "source": [ "import numpy as np\n", "import scipy.stats\n", "import matplotlib.pyplot as plt\n", "from npDoseResponse import DRCurve\n", "from npDoseResponse import DRDerivCurve, NeurNet, RADRDerivBC, IPWDRDerivBC, DRDRDerivBC\n", "from sklearn.neural_network import MLPRegressor\n", "\n", "import warnings\n", "warnings.filterwarnings('ignore')" ] }, { "cell_type": "markdown", "id": "0cb39fc4", "metadata": {}, "source": [ "## Example 3: RA, IPW, DR Estimations of Dose-Response Curve and its Derivative Under Positivity\n", "\n", "We generate i.i.d. data $\\{(Y_i,T_i,\\mathbf{S}_i)\\}_{i=1}^n$ from the following data-generating model\n", "\\begin{align*}\n", "&Y=1.2\\,T+T^2 + TS_1+1.2\\,\\mathbf{\\xi}^T\\mathbf{S} +\\epsilon\\cdot \\sqrt{0.5+F_{\\mathcal{N}(0,1)}(S_1)}, \\quad \\epsilon\\sim \\mathcal{N}(0,1),\\\\ \n", "&T= F_{\\mathcal{N}(0,1)}\\left(3\\mathbf{\\xi}^T\\mathbf{S}\\right) - 0.5 + 0.75E, \\quad \\mathbf{S}=(S_1,...,S_d)^T \\sim \\mathcal{N}_d\\left(\\mathbf{0}, \\Sigma\\right), \\quad E\\sim \\mathcal{N}(0,1),\n", "\\end{align*}\n", "where $F_{\\mathcal{N}(0,1)}$ is the CDF of $\\mathcal{N}\\left(0, 1\\right)$, $\\mathbf{\\xi}=(\\xi_1,...,\\xi_d)^T \\in \\mathbb{R}^d$ has its entry $\\xi_j=\\frac{1}{j^2}$ for $j=1,...,d$ as well as $\\Sigma_{ii}=1$, $\\Sigma_{ij}=0.5$ when $|i-j|=1$, and $\\Sigma_{ij}=0$ when $|i-j|>1$ for $i,j=1,...,d$. Here, $n=2000$ and $d=20$. The dose-response curve is thus given by $m(t)= 1.2t+t^2$, and our parameter of interest here is the derivative effect curve $\\theta(t)=1.2+2t$." ] }, { "cell_type": "code", "execution_count": 2, "id": "bf43ebbb", "metadata": { "ExecuteTime": { "end_time": "2024-12-28T23:37:28.701577Z", "start_time": "2024-12-28T23:37:28.690027Z" }, "scrolled": true }, "outputs": [], "source": [ "rho = 0.5 # correlation between adjacent Xs\n", "d = 20 # Dimension of the confounding variables\n", "n = 2000\n", "\n", "Sigma = np.zeros((d,d)) + np.eye(d)\n", "for i in range(d):\n", " for j in range(i+1, d):\n", " if (j < i+2) or (j > i+d-2):\n", " Sigma[i,j] = rho\n", " Sigma[j,i] = rho\n", "sig = 1\n", "\n", "np.random.seed(123)\n", "# Data generating process\n", "X_sim = np.random.multivariate_normal(mean=np.zeros(d), cov=Sigma, size=n)\n", "nu = np.random.randn(n)\n", "eps = np.random.randn(n)\n", "\n", "theta = 1/(np.linspace(1, d, d)**2)\n", "\n", "T_sim = scipy.stats.norm.cdf(3*np.dot(X_sim, theta)) + 3*nu/4 - 1/2\n", "Y_sim = 1.2*T_sim + T_sim**2 + T_sim*X_sim[:,0] + 1.2*np.dot(X_sim, theta) + eps*np.sqrt(0.5+ scipy.stats.norm.cdf(X_sim[:,0]))\n", "X_dat = np.column_stack([T_sim, X_sim])\n", "\n", "t_qry = np.linspace(-2, 2, 41)\n", "\n", "# Choice of the bandwidth parameter\n", "h = 4*np.std(T_sim)*n**(-1/5)" ] }, { "cell_type": "code", "execution_count": 3, "id": "2c4b9977", "metadata": { "ExecuteTime": { "end_time": "2024-12-28T23:37:29.478910Z", "start_time": "2024-12-28T23:37:28.704568Z" } }, "outputs": [], "source": [ "# RA estimator\n", "reg_mod = MLPRegressor(hidden_layer_sizes=(10,), activation='relu', learning_rate='adaptive', \n", " learning_rate_init=0.1, random_state=1, max_iter=200)\n", "m_est_ra5 = DRCurve(Y=Y_sim, X=X_dat, t_eval=t_qry, est=\"RA\", mu=reg_mod, \n", " L=5, h=None, kern=\"epanechnikov\", print_bw=False)" ] }, { "cell_type": "code", "execution_count": 4, "id": "db555155", "metadata": { "ExecuteTime": { "end_time": "2024-12-28T23:37:30.361593Z", "start_time": "2024-12-28T23:37:29.480800Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The current bandwidth for the IPW estimator is 0.7621626742251334.\n", "\n", "The current bandwidth for KDE is 0.2766293896223984.\n", "\n", "The current bandwidth for KDE is 0.28090411097493984.\n", "\n", "The current bandwidth for KDE is 0.2679859487988173.\n", "\n", "The current bandwidth for KDE is 0.27450789972131157.\n", "\n", "The current bandwidth for KDE is 0.2771505691728006.\n", "\n" ] } ], "source": [ "# IPW estimator\n", "regr_nn2 = MLPRegressor(hidden_layer_sizes=(20,), activation='relu', learning_rate='adaptive', \n", " learning_rate_init=0.1, random_state=1, max_iter=200)\n", "m_est_ipw5 = DRCurve(Y=Y_sim, X=X_dat, t_eval=t_qry, est=\"IPW\", mu=None, \n", " condTS_type='kde', condTS_mod=regr_nn2, tau=0.001, L=5, h=h, \n", " kern=\"epanechnikov\", h_cond=None, self_norm=True, print_bw=True)" ] }, { "cell_type": "code", "execution_count": 5, "id": "c5d4498f", "metadata": { "ExecuteTime": { "end_time": "2024-12-28T23:37:31.784621Z", "start_time": "2024-12-28T23:37:30.365164Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The current bandwidth for the DR estimator is 0.7621626742251334.\n", "\n", "The current bandwidth for KDE is 0.2766293896223984.\n", "\n", "The current bandwidth for KDE is 0.28090411097493984.\n", "\n", "The current bandwidth for KDE is 0.2679859487988173.\n", "\n", "The current bandwidth for KDE is 0.27450789972131157.\n", "\n", "The current bandwidth for KDE is 0.2771505691728006.\n", "\n" ] } ], "source": [ "m_est_dr5, sd_est_dr5 = DRCurve(Y=Y_sim, X=X_dat, t_eval=t_qry, est=\"DR\", mu=reg_mod, \n", " condTS_type='kde', condTS_mod=regr_nn2, tau=0.001, L=5, \n", " h=h, kern=\"epanechnikov\", h_cond=None, self_norm=True, print_bw=True)" ] }, { "cell_type": "code", "execution_count": null, "id": "59fbed9a", "metadata": {}, "outputs": [], "source": [ "# RA estimator of \\theta(t)\n", "theta_ra5 = DRDerivCurve(Y=Y_sim, X=X_dat, t_eval=t_qry, est=\"RA\", beta_mod=NeurNet, \n", " n_iter=1000, lr=0.01, L=5, print_bw=False)" ] }, { "cell_type": "code", "execution_count": 7, "id": "8e9b6af4", "metadata": { "ExecuteTime": { "end_time": "2024-12-28T23:38:11.489750Z", "start_time": "2024-12-28T23:38:10.761345Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The current bandwidth for the IPW estimator is 0.7621626742251334.\n", "\n", "The current bandwidth for KDE is 0.2766293896223984.\n", "\n", "The current bandwidth for KDE is 0.28090411097493984.\n", "\n", "The current bandwidth for KDE is 0.2679859487988173.\n", "\n", "The current bandwidth for KDE is 0.27450789972131157.\n", "\n", "The current bandwidth for KDE is 0.2771505691728006.\n", "\n" ] } ], "source": [ "# IPW estimator of \\theta(t)\n", "theta_ipw5 = DRDerivCurve(Y=Y_sim, X=X_dat, t_eval=t_qry, est=\"IPW\", beta_mod=None, \n", " condTS_type='kde', condTS_mod=regr_nn2, tau=0.001, L=5, \n", " h=h, kern=\"epanechnikov\", h_cond=None, self_norm=True, print_bw=True)" ] }, { "cell_type": "code", "execution_count": null, "id": "246b2976", "metadata": {}, "outputs": [], "source": [ "# DR estimator of \\theta(t)\n", "theta_dr5, theta_sd5 = DRDerivCurve(Y=Y_sim, X=X_dat, t_eval=t_qry, est=\"DR\", beta_mod=NeurNet, \n", " n_iter=1000, lr=0.01, condTS_type='kde', condTS_mod=regr_nn2, tau=0.001, \n", " L=5, h=h, kern=\"epanechnikov\", h_cond=None, self_norm=True, print_bw=True)" ] }, { "cell_type": "code", "execution_count": 9, "id": "2f764bed", "metadata": { "ExecuteTime": { "end_time": "2024-12-28T23:38:50.516904Z", "start_time": "2024-12-28T23:38:49.921573Z" } }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.rcParams.update({'font.size': 16})\n", "plt.figure(figsize=(12,5))\n", "plt.subplot(1, 2, 1)\n", "plt.plot(t_qry, 1.2*t_qry + t_qry**2, linewidth=4, color='red', label=r'True $m(t)$')\n", "plt.plot(t_qry, m_est_ra5, linewidth=2, color='darkorange', label=r'$\\widehat{m}_{\\mathrm{RA}}(t)$')\n", "plt.plot(t_qry, m_est_ipw5, linewidth=2, alpha=0.8, color='darkgreen', label=r'$\\widehat{m}_{\\mathrm{IPW}}(t)$')\n", "plt.plot(t_qry, m_est_dr5, linewidth=2, alpha=0.8, color='blue', label=r'$\\widehat{m}_{\\mathrm{DR}}(t)$')\n", "plt.fill_between(t_qry, m_est_dr5 - sd_est_dr5*scipy.stats.norm.ppf(0.975), \n", " m_est_dr5 + sd_est_dr5*scipy.stats.norm.ppf(0.975), \n", " color='blue', alpha=.3, label='95% pointwise CIs')\n", "plt.legend(fontsize=13)\n", "plt.xlabel('Treatment value t')\n", "plt.ylabel(r'Dose-response curve $m(t)$ or $\\widehat{m}(t)$')\n", "\n", "plt.subplot(1, 2, 2)\n", "plt.plot(t_qry, 1.2 + 2*t_qry, linewidth=4, color='red', label=r'True $\\theta(t)$')\n", "plt.plot(t_qry, theta_ra5, linewidth=2, color='darkorange', label=r'$\\widehat{\\theta}_{\\mathrm{RA}}(t)$')\n", "plt.plot(t_qry, theta_ipw5, linewidth=2, alpha=0.8, color='darkgreen', label=r'$\\widehat{\\theta}_{\\mathrm{IPW}}(t)$')\n", "plt.plot(t_qry, theta_dr5, linewidth=2, alpha=0.8, color='blue', label=r'$\\widehat{\\theta}_{\\mathrm{DR}}(t)$')\n", "plt.fill_between(t_qry, theta_dr5 - theta_sd5*scipy.stats.norm.ppf(0.975), \n", " theta_dr5 + theta_sd5*scipy.stats.norm.ppf(0.975), \n", " color='blue', alpha=.3, label='95% pointwise CIs')\n", "plt.legend(fontsize=13)\n", "plt.xlabel('Treatment value t')\n", "plt.ylabel(r'Derivative curve $\\theta(t)$ or $\\widehat{\\theta}(t)$')\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "c01357e1", "metadata": { "ExecuteTime": { "end_time": "2024-12-28T19:18:32.932433Z", "start_time": "2024-12-28T19:18:32.924276Z" } }, "source": [ "## Example 4: RA, IPW, DR Estimations of Dose-Response Curve Derivative Without Positivity\n", "\n", "We generate i.i.d. data $\\{(Y_i, T_i,S_i)\\}_{i=1}^n$ with $n=2000$ from the following data-generating model\n", "\\begin{align*}\n", "\t&Y=T^3 +T^2 + 10S+\\epsilon, \\quad T= \\sin(\\pi S) + E, \\quad S\\sim \\mathrm{Uniform}[-1,1] \\subset \\mathbb{R}, \n", "\\end{align*}\n", "where $E\\sim \\mathrm{Uniform}[-0.3,0.3]$ is an independent treatment variation and $\\epsilon\\sim \\mathcal{N}(0,1)$ is an independent noise variable. The marginal supports of $T$ and $S$ are $\\mathcal{T}=[-1.3, 1.3]$ and $\\mathcal{S}=[-1,1]$ respectively, while the joint support of $(T,S)$ only covers a thin band region of the product space $\\mathcal{T}\\times \\mathcal{S}$. The true derivative effect curve is thus given by $\\theta(t)=3t^2 + 2t$." ] }, { "cell_type": "code", "execution_count": 10, "id": "791c79b8", "metadata": { "ExecuteTime": { "end_time": "2024-12-28T23:38:50.525628Z", "start_time": "2024-12-28T23:38:50.518447Z" } }, "outputs": [], "source": [ "n = 2000\n", "\n", "np.random.seed(123)\n", "# Data generating process\n", "X_sim = 2*np.random.rand(n) - 1\n", "T_sim = np.sin(np.pi*X_sim) + np.random.rand(n)*0.6 - 0.3\n", "Y_sim = T_sim**2 + T_sim**3 + 10*X_sim + np.random.normal(loc=0, scale=1, size=n)\n", "X_dat = np.concatenate([T_sim.reshape(-1,1), X_sim.reshape(-1,1)], axis=1)\n", "\n", "# Query points \n", "t_qry = np.linspace(-0.8, 0.8, 41)\n", "\n", "# Choice of the bandwidth parameter\n", "h = 2*np.std(T_sim)*n**(-1/5)" ] }, { "cell_type": "code", "execution_count": null, "id": "0dfde374", "metadata": {}, "outputs": [], "source": [ "# Bias-corrected RA estimator of \\theta(t)\n", "theta_C_RA5 = RADRDerivBC(Y=Y_sim, X=X_dat, t_eval=t_qry, mu=NeurNet, L=5, \n", " n_iter=1000, lr=0.01, h_bar=None, kernT_bar=\"gaussian\")" ] }, { "cell_type": "code", "execution_count": null, "id": "25db6a57", "metadata": {}, "outputs": [], "source": [ "# Bias-corrected IPW estimator of \\theta(t)\n", "theta_C_IPW5, condTS5 = IPWDRDerivBC(Y=Y_sim, X=X_dat, t_eval=t_qry, L=5, h=h, kern='epanechnikov', \n", " b=None, self_norm=True, thres_val=0.85)" ] }, { "cell_type": "code", "execution_count": null, "id": "304f9cab", "metadata": {}, "outputs": [], "source": [ "# Bias-corrected DR estimator of \\theta(t)\n", "theta_C_DR5, theta_C_sd5 = DRDRDerivBC(Y=Y_sim, X=X_dat, t_eval=t_qry, mu=NeurNet, L=5, h=h, kern='epanechnikov', \n", " n_iter=1000, lr=0.01, b=None, thres_val=0.85, self_norm=False)" ] }, { "cell_type": "code", "execution_count": 14, "id": "5c58d81c", "metadata": { "ExecuteTime": { "end_time": "2024-12-28T23:40:24.869579Z", "start_time": "2024-12-28T23:40:24.647588Z" }, "scrolled": false }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.rcParams.update({'font.size': 16})\n", "plt.figure(figsize=(6,5))\n", "plt.plot(t_qry, 2*t_qry + 3*(t_qry**2), linewidth=4, color='red', label=r'True $\\theta(t)$')\n", "plt.plot(t_qry, theta_C_RA5, linewidth=2, alpha=0.8, color='darkorange', label=r'$\\widehat{\\theta}_{\\mathrm{C,RA}}(t)$')\n", "plt.plot(t_qry, theta_C_IPW5, linewidth=2, alpha=0.8, color='darkgreen', label=r'$\\widehat{\\theta}_{\\mathrm{C,IPW}}(t)$')\n", "plt.plot(t_qry, theta_C_DR5, linewidth=2, alpha=0.8, color='blue', label=r'$\\widehat{\\theta}_{\\mathrm{C,DR}}(t)$')\n", "plt.fill_between(t_qry, theta_C_DR5 - theta_C_sd5*scipy.stats.norm.ppf(0.975), \n", " theta_C_DR5 + theta_C_sd5*scipy.stats.norm.ppf(0.975), \n", " color='blue', alpha=.3, label='95% pointwise CIs')\n", "plt.legend(fontsize=13)\n", "plt.xlabel('Treatment value t')\n", "plt.ylabel(r'Derivative curve $\\theta(t)$ or $\\widehat{\\theta}_C(t)$')\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "id": "d9160d0e", "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 }