{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "(GLM-truncated-censored-regression)=\n", "# Bayesian regression with truncated or censored data\n", "\n", ":::{post} September, 2022\n", ":tags: censored, generalized linear model, regression, truncated \n", ":category: beginner\n", ":author: Benjamin T. Vincent\n", ":::\n", "\n", "The notebook provides an example of how to conduct linear regression when your outcome variable is either censored or truncated." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "tags": [] }, "outputs": [], "source": [ "from copy import copy\n", "\n", "import arviz as az\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pymc as pm\n", "import xarray as xr\n", "\n", "from numpy.random import default_rng\n", "from scipy.stats import norm, truncnorm" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "tags": [] }, "outputs": [], "source": [ "%config InlineBackend.figure_format = 'retina'\n", "rng = default_rng(12345)\n", "az.style.use(\"arviz-darkgrid\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Truncation and censoring\n", "\n", "Truncation and censoring are examples of missing data problems. It can sometimes be easy to muddle up truncation and censoring, so let's look at some definitions.\n", " \n", "- **Truncation** is a type of missing data problem where you are simply unaware of any data where the outcome variable falls outside of a certain set of bounds.\n", "- **Censoring** occurs when a measurement has a sensitivity with a certain set of bounds. But rather than discard data outside these bounds, you would record a measurement at the bound which it exceeded.\n", "\n", "Let's further explore this with some code and plots. First we will generate some true `(x, y)` scatter data, where `y` is our outcome measure and `x` is some predictor variable." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "tags": [] }, "outputs": [], "source": [ "slope, intercept, σ, N = 1, 0, 2, 200\n", "x = rng.uniform(-10, 10, N)\n", "y = rng.normal(loc=slope * x + intercept, scale=σ)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For this example of `(x, y)` scatter data, we can describe the truncation process as simply filtering out any data for which our outcome variable `y` falls outside of a set of bounds." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "tags": [] }, "outputs": [], "source": [ "def truncate_y(x, y, bounds):\n", " keep = (y >= bounds[0]) & (y <= bounds[1])\n", " return (x[keep], y[keep])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With censoring however, we are setting the `y` value equal to the bounds that they exceed." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "tags": [] }, "outputs": [], "source": [ "def censor_y(x, y, bounds):\n", " cy = copy(y)\n", " cy[y <= bounds[0]] = bounds[0]\n", " cy[y >= bounds[1]] = bounds[1]\n", " return (x, cy)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Based on our generated `(x, y)` data (which an experimenter would never see in real life), we can generate our actual observed datasets for truncated data `(xt, yt)` and censored data `(xc, yc)`." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "tags": [] }, "outputs": [], "source": [ "bounds = [-5, 5]\n", "xt, yt = truncate_y(x, y, bounds)\n", "xc, yc = censor_y(x, y, bounds)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can visualise this latent data (in grey) and the remaining truncated or censored data (black) as below." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 511, "width": 1011 } }, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1, 2, figsize=(10, 5))\n", "\n", "for ax in axes:\n", " ax.plot(x, y, \".\", c=[0.7, 0.7, 0.7])\n", " ax.axhline(bounds[0], c=\"r\", ls=\"--\")\n", " ax.axhline(bounds[1], c=\"r\", ls=\"--\")\n", " ax.set(xlabel=\"x\", ylabel=\"y\")\n", "\n", "axes[0].plot(xt, yt, \".\", c=[0, 0, 0])\n", "axes[0].set(title=\"Truncated data\")\n", "\n", "axes[1].plot(xc, yc, \".\", c=[0, 0, 0])\n", "axes[1].set(title=\"Censored data\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## The problem that truncated or censored regression solves\n", "If we were to run regular linear regression on either the truncated or censored data, it should be fairly intuitive to see that we will likely underestimate the slope. Truncated regression and censored regress (aka Tobit regression) were designed to address these missing data problems and hopefully result in regression slopes which are free from the bias introduced by truncation or censoring.\n", "\n", "In this section we will run Bayesian linear regression on these datasets to see the extent of the problem. We start by defining a function which defines a PyMC model, conducts MCMC sampling, and returns the model and the MCMC sampling data." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "tags": [] }, "outputs": [], "source": [ "def linear_regression(x, y):\n", " with pm.Model() as model:\n", " slope = pm.Normal(\"slope\", mu=0, sigma=1)\n", " intercept = pm.Normal(\"intercept\", mu=0, sigma=1)\n", " σ = pm.HalfNormal(\"σ\", sigma=1)\n", " pm.Normal(\"obs\", mu=slope * x + intercept, sigma=σ, observed=y)\n", "\n", " return model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So we can run this on our truncated and our censored data, separately." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n", "Multiprocess sampling (4 chains in 4 jobs)\n", "NUTS: [slope, intercept, σ]\n" ] }, { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "
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\n", " \n", " 100.00% [8000/8000 00:00<00:00 Sampling 4 chains, 0 divergences]\n", "
\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 7 seconds.\n" ] } ], "source": [ "cens_linear_model = linear_regression(xc, yc)\n", "\n", "with cens_linear_model:\n", " cens_linear_fit = pm.sample()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By plotting the posterior distribution over the slope parameters we can see that the estimates for the slope are pretty far off, so we are indeed underestimating the regression slope." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 511, "width": 1011 } }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 2, figsize=(10, 5), sharex=True)\n", "\n", "az.plot_posterior(trunc_linear_fit, var_names=[\"slope\"], ref_val=slope, ax=ax[0])\n", "ax[0].set(title=\"Linear regression\\n(truncated data)\", xlabel=\"slope\")\n", "\n", "az.plot_posterior(cens_linear_fit, var_names=[\"slope\"], ref_val=slope, ax=ax[1])\n", "ax[1].set(title=\"Linear regression\\n(censored data)\", xlabel=\"slope\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To appreciate the extent of the problem (for this dataset) we can visualise the posterior predictive fits alongside the data." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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//ldkH/3g+1LUd3DDhg266qqrDvtw/0Fut1u33nprsYn5hISEQv2uFStW6JZbbnH0+ZalqVOn6rHHHisyMV/U55ibm6s77rhDy5YtC/lYJc3aFh8fX+z7L+U/aH7NNdeU+ABBOBTXH42IiFC1atWUnJxc5HXk9/v15JNPaty4ceEOEQCOCCPnAQCoQlatWqU5c+ZIyk/qDRgwQJdffrlatmypiIgImaapzZs369dff63YQItw9913a+fOnZKkc845R9dcc43OOOOMwPppe/fu1fz58/Xaa68pOzs70O7NN99Ut27dHK3f/sQTT2jevHlB22JjY3XllVfqwgsvVNu2bQPTBB58r1auXKkvv/xSP/zwg6PziIyMVNu2bdWpUye1adNGzZo1Cxq14fP5tHbtWi1cuFBTp04NnItt23r88cfVpk2bYkcrPPHEE0X+u6hyQSkpKUVunzBhQqGOacOGDXXNNdfoP//5j5o0aRK4CbVjxw4tXLhQb7/9dmDJgby8PN1zzz2aO3eu6tWrV2IMEyZMKPT+H3fccRo8eLC6du2qOnXqSJLS0tK0ePFijR07Vjt27NCOHTv09NNPl7jvsrR9+3YNHTo06EZgRESE+vbtq759+6pVq1aKjIyU3+/Xb7/9pvfee09ffvmlbNvWI4884miJgqIkJyfrP//5j8455xy1bNlSTZo0Cbo5lJaWpuXLl+ujjz7SokWLAtt3796t+++/XxMmTChyv+3atQt8P1asWBH4jTj4Ws+ePYuN6eBnUpymTZvqvPPOU8eOHXXyySerQYMGge+LZVnasmWLfvjhB73//vtBSyXMmDFDHTt2VLdu3UrcPwAAAMrPpk2b5PP5graFMktWWbBtW8OGDdN3330XtP20007T1VdfrY4dOwZmjbIsS3/++afmzp2r6dOnBxKo27Zt07333qspU6aENCX5jBkztHz5cklSvXr1dNNNN6lTp06BUfE+n09LlizRmDFj9PvvvwfabdmyRePHj9ddd91V7L6XL19e6CHlVq1a6brrrtOZZ56pevXqBf6Otm1bO3fu1Pr16/Xjjz9q8eLFgb5yST744ANNnDgxaFtcXJyuv/56devWLdC383g8WrJkiSZNmhT0oHVaWppuv/12zZ07N6SZB3Jzc3X//ffLMAxJ0kUXXaSrrrpKp59+umJjY2Xbtv755x8tWLCgUJJ3xIgRmjVrVtC25s2b65prrtHZZ58dNCp+06ZNWrBggSZNmhToR+/fv1933XWXZs2addi1159//nn9/PPPQdtOPPFEDR48WJ06dQr0mffs2aPPPvtM48aNU1pamn7//feQBgUcqeXLlxfq/0ZHR2vQoEHq2bOnmjZtGvgcf/rpJ02cOFFLly6Vz+fTsGHDSp0oP+6443Tuuefq3//+t5o3b65GjRoFfV67d+/Wb7/9punTp2vp0qWB7WvXrtWzzz5bbJ/9/PPPD/SRv/76a3399ddBr5U0Nf7h7vO0bt1a559/vtq3b69mzZqpTp06gevIMAxt3LhRX331ld5///2gZRPHjBmj008/XaeffnqJ+weAiuKyq9p8uAAAVGEF17wrab1nqfi1pOvVq6eJEyeqadOmjo5bGdacl/JHmD/55JPq06dPse3Wrl2r/v37Kzc3N7Bt0KBBxa6pfdDMmTP1yCOPBG1r3bq1Xn/9daWmppbYVsrvoM+fP1833HBDsXVefvllXXnllY6mNJTyp7UfPHhw0OiE3r1767nnnjts21Df76KsWLFCAwYMCNxEkaQBAwZo+PDhJY5uOHjT5tCn8s8//3yNHz++2DZbt25V9+7dg0YctGnTRm+99VaxDw7k5eXp7rvv1rffflvotUPXNSxr1113nZYsWRIox8XFaezYsfrXv/5VbJuZM2fq0UcfLXIpiXfffVdnnnlmsW1/++03bdmyRd26dSt2hHxBX3/9te65556gETFTpkxRx44dS2xXFtf6wWOdcsopat++vaP6Pp9PTz/9tGbMmBHYdsIJJ+jzzz8/opFBAAAAKDtffPGF7rzzzqBtr7/+urp06VJuMUyYMEEvvvhioBwdHa0nnniixD6iJK1evVq33nprUALu/vvv14033lhsm4L974M6deqkl19+udgZ3Hw+nwYPHqzvv/8+sK1WrVr65ptvih1h/PjjjweNmr/wwgs1evRoRw8P2Latb7/9Vi1btiz24dm//vpL3bt3D+ofpKamatKkSSVOVf/mm29q5MiRQdu6du2qV199tdg2BdecPyg6OlojR47URRdddJgzyvfZZ5/p7rvvDpRdLpfuvvtu3XrrrSX2EbZv365bbrlFmzdvDmwbMGBAibNz/fLLLxo4cGBQf+2CCy7QqFGjAg/oF5SWlqabbrpJq1evLvTa4e7VlJbP51PPnj21adOmwLaUlBRNnjxZLVq0KLKNbdslrt2+aNGiEu9RLF68WD6fTxdeeKHj2RZnzpypxx9/XKZpSsp/mP2LL7447BIDBdefv+OOOwr95jgxbtw4de7cWSeffLKj+jk5ORo2bFjQrAnh+gwBoCxwpwwAgComOjpa48ePd5yYr0z++9//HvamS4sWLXT77bcHbTvcVOJer1ejR48O2tayZUu99957jhLzklS3bt0SE/OSdN999zlOzEv5T6aPHz8+KDk9b948ZWZmOt7HkXjxxReDEvNXXXWVHnvssRIT85JUs2ZNjR07Vg0aNAhs+/rrr0t8QGDChAlBifnatWuXmJiX8qcVfPXVV3XSSSc5OJuysWzZsqDEvCQ988wzJSbmJalv37664447SnXM0047TX369HGcmJfyH4YoePPp/fffL9XxS2PgwIGOE/OSFBMTo6eeeiro4YG//vqr0IgoAAAAVJx//vmn0Lbq1auX2/GzsrL0+uuvB2174YUXDttHlP7/wetDk92TJk0qNBPA4ZxyyikaM2ZMsYl5Kf9v2xEjRgT1m/bv31/iDHVr1qwJKt93332OR/W7XC6dd955Jc5qNXHixKDEfGxsrCZMmHDYNeRvueUWXXfddUHbvvjiC23YsMFRbId6+OGHHSfmTdMMeghDyn9PBg8efNiHdxs2bKg333wzaJ3zDz/8UGlpacW2GTt2bFBivlmzZho9enSxiXkpv9/79ttvq1atWoc7nTLz+eefByXmXS6X3njjjWIT8wfr3Hnnnerdu3epjnnBBRfo4osvDmkZxL59+2rw4MGBsmVZmjZtWqmOXxq33Xab48S8JCUlJWnMmDFBI/GXLl2qjRs3hiM8ADhiJOcBAKhi+vXrV2LHrbI66aSTCt0UKM4VV1wRdCNj9+7d2rdvX7H1P/roo6DXo6KiNHLkyBJvuJSXmjVrBt1s8vl8pVonLlTLly/Xb7/9FijXrVtXw4cPd9w+JSWlUDJ65syZRdbNyckpNJ39fffdV2Ji/qC4uLhCMx6EU8GpJkOZev2WW2457EiBstSzZ0/Vrl07UC44RWNl43K5dNNNNwVtK/ggBAAAACpOUWt+H5oADbdp06YFzZDWuXNnXXbZZY7bt23bNuhv93/++SdoCm0nnDysLOX3nwpOx33oVPcFFVwjO5SHug8nJydHc+fODdp28803O35g/5577gksFXBQqCOKW7ZsqX79+jmuv2DBgqCp+lu3bl2or1CShg0bBt0/8Hq9hd6Dg/766y/9+OOPQdseeeQRRw9H16xZU/fee6/juI5Uwf5oz549ddpppzlqe//995fr9Tpo0KCgmSIqe98uJiZG1157bdC2yh4zgGMXyXkAAKqYK6+8sqJDKJUrr7wysDbY4aSkpKhJkyZB2w6d0q6gzz//PKh84YUXVqqZBdq1axdUXrlyZdiPWTBZfsUVV4T8sELXrl2DHpI4dN25Qy1ZsiToRl/16tV1+eWXOz7O2Weffdi15spKwZt3/fv3d9w2JiamXK+/iIgInXrqqYFyenq6/vrrr3I7fmlUxHcdAAAAzhQ1yrw8H2gu2EcZOHBgyPu49NJLg8rF9VGK0rJlS7Vt29Zx/Q4dOgSVt2zZUmzdgknTP/74w/FxDmfp0qVB/a2oqChdffXVjtsnJCSob9++Qdu++eabkGLo06eP4/68VPiz7t+/f8jLXTn9rL/66qugUfMnnXRSicuOFdS9e3clJyeHFFtpZGVlFZp9IZT+aI0aNQq9J+FUrVq1oPsy69atC5otrzKiPwqgqnA2tw4AAKgUatSooWbNmlV0GKVyuLWyC2rYsKHWr18fKBcciXCQz+fTihUrgrZ179495PhKKy0tTZs2bVJGRoZyc3Pl8XgKrUu+devWoPKuXbvCHlfBGxfnnHNOyPtISkrSiSeeGJh2b8OGDcrNzVViYmJQvVWrVgWV//Of/zgajXKoLl266K233go5xlBs2bJFGRkZgXJkZGSh0TCH07lz50JrNpaGZVnavn27tm3bppycHOXm5gYtQXBQwakb//77b51wwglHfPzScLvd2rBhg/bu3avc3Fy53W5ZllVim/L4rgMAAMCZov5GL2o0fTikp6cHTaUeGxsbch9Ryh+BfaiCfcGSnHHGGSEdq+CsWcX1SSWpTZs2QSPrH3zwQb3yyitlMuvd8uXLg8rt27fXcccdF9I+LrrooqC1wHfv3q1du3Y5XgYulGS3ZVlBs7hJ+X3EUDVt2lRxcXHyeDySiv+sC/ZHO3fuHNJxYmNjdc455+jTTz8NOcZQrFq1KuheQe3atdWmTZuQ9tGlS5dCo+9LwzAMbd26VTt37gz0Rw+uL3+oQ5PxhmHon3/+KdfZ5A6VnZ2tDRs2KC0tTTk5OUXeezm0vy/RHwVQeZGcBwCgCqmqiXlJQeuXO1EwAZyTk1Nkvc2bNwc66wcVfFq6rK1evVqzZ8/Wl19+qd27d4fcvqSbOmUhLy+v0BqCy5YtC3rYwalDR9dYlqX9+/cX+mzWrl0bVG7VqlXIxylNm1AVjLNJkyaKj48PaR+NGzdWQkJCqW5iGoahBQsWaP78+VqyZEnQmpFOZWdnh9zmSOzZs0cfffSRFixYoI0bNx42GV9QuL/rAAAAcK6oUfLF9bPKWsHEZLVq1TRjxoyQ91Pw79G9e/c6bhuuPqmUP1Pc1KlTA+e4detW9ezZU2eeeaa6du2qs88+u9DscE6tW7cuqHzKKaeEvI+mTZsqPj4+qA+ybt06R8n56OjokGLfsmVLUD8gKipKixcvDi3gQ459sL+flpYmwzCCZneTyq4/Gu7kfME4Cz5o4kRp2hzkdrv1ySefaN68eVq2bJn8fn/I+yjv/uiWLVs0a9Ysff7559q2bVvI7emPAqisSM4DAFCFOFnDu7IKdW20yMjIoHJxScGCI4urVaummjVrhhacQ9nZ2XrmmWc0d+7cQk9oh+LQdRbDYf/+/YXie+mll8pk3xkZGYVGbhd8Or1+/foh77cs12QsTlnEGRERodTU1MBsAk4tW7ZMjz76qDZu3BjyMQ8V7u/OQbZt680339TYsWNL9RDBQeUVLwAAAA6vdu3ahbYV/Bs5XPbt21eo/MQTTxzxfjMzMx3XDbVPWnAa9pIeVG3RooXuvfdevfzyy4Fttm1ryZIlgXWva9asqXbt2umMM87QWWed5TiJXPAcQ33IQMrvX6empgYtF+f0s09MTCzUPy9JwQcmDMMok89ayk+2Fuzvl0U/rzTvaajKIs5atWoFzSbg1OLFi/XUU08d8Ujy8urf+Xw+jRw5Uu+9916RM8w5RX8UQGVFch4AgCqkPNcDLGuhrE8XioId3HCtFZeVlaVBgwZp9erVR7yvI0nsOxHKDapQFXUToODT6ElJSSHvtzRtQlXwKf/SHjPUm3o//PCDhgwZEvINlKKEOnK9tB555BF9+OGHR7yfcH/XAQAA4FxRyyOtW7dOXbp0Cfuxw9VHCeVB0nD1SQ+69dZblZqaqhdeeKHQwwhS/oPlixcvDowiP+GEE3TFFVfommuuKbFvUvC9K6t+jNPPpOAMAocTzv5oUZ93WfRHQ+3jlUZZxCnlxxpK33L27Nl66KGHyqQvWR79UZ/Pp9tvv13ffvvtEe+L/iiAyorkPAAAgAPPPfdcocR8amqqLr30UrVv314NGzZUnTp1FB8fr9jY2KBRFj///LOuvfbacou1NNPTOeWkc1uam14V0Wku7c25UGLNyMjQ0KFDC908OfPMM3XeeeepdevWSk1NVc2aNRUbG1toHdDhw4dr9uzZpYqztObMmVMoMZ+QkKBLLrlEHTt2VJMmTVS3bl0lJSUpNja20LSSzZs3L89wAQAA4NBJJ52k6OjooP7CH3/8US7HDmcfpTLp3r27LrzwQn366af69NNPtWzZsmKXxPrrr780atQoTZ48Wc8//7zOO+88R8coq4cMwvWwAv1RZ8qjP7pt2zY99thjQUn1yMhInXvuufr3v/+tli1bqm7duqpRo4ZiYmIK9UcHDhyopUuXlirO0nrzzTcLJeZr1Kihyy67TKeddppOPPFE1a1bVwkJCYqNjQ2a1WHHjh3q3LlzucYLAKVBch4AABxWeY3WLY2CU/2HY02xbdu2FUqQ3nDDDRo6dGihxGRRSrM++ZGoXr16UDk6OlqrVq0qNC1jWSk4W0Fp1qErj+nmCo6GKO16eaGsyzl58mSlp6cHysnJyXr11Vd11llnOWpf3t8d27b1yiuvBG0766yzNHr0aNWoUeOw7Zk2EAAAoPKKjo5Wu3bt9MsvvwS2LV++XH6/X9HR0WE9dsE+ytlnn61JkyaF9ZgVJT4+XldccYWuuOIK+f1+rVmzRr/++qt+++03/fbbb4Vmf0tLS9OQIUM0fvx4nXPOOYX2V/C9K20/pmC7cM06VzDeE044QV9++WVYjiXln8ehMxWU5v0JpY9XWmXRb5ZCi/X111+Xz+cLlOvXr6+xY8eqRYsWjtqXd/8uNzdXb731VtC2yy+/XM8884zi4+MP2768+88AUFrhuUMLAAAqlYJJWdM0Q2ofjoR3WSm43lx2dnahdeiP1MKFC4OeTu/YsaMeeOABR4l5SUHJ2fJQ8D3x+/3avXt32I5X8AGJv//+O+R97Nixo4yiKV5ZxGlZVkjr9BW8CfXggw86TsxL5f/d+eOPP4Lel+TkZI0ZM8ZRYl4q/3gBAAAQmk6dOgWV09PTA9Osh1PBPsr27dvDfszKIDo6Wm3bttWNN96oN954Qz/++KPee+89XX755UEjpw3D0OOPP17k+toF+zE7d+4MOQ7TNAv1Ywrut6wU/Kx37dp1ROuGH05Z9PNK856Gqizi3L9/v+Mp7Q3D0FdffRW07fnnn3ecmJcKLyMYbt99913Q+TVq1EjPPfeco8S8RH8UQNVBch4AgGNAwTXiQn2auDSdxvLSpEmTQh215cuXl+kx1q1bF1Tu3r17SO1///33sgznsFJSUlS/fv2gbYeOjilrBacxX7NmTcj7KE2bUBWMc/PmzSGtUSlJW7ZscXz9GIahjRs3BspRUVG69NJLHR/LNM1yeV8OVfC7ft555xUa+VKS8v6uAwAAIDTdu3cv9JDx1KlTw37cli1bBpV37NgR0kOvR4vIyEidccYZGjlypEaNGhX02o4dO7Rs2bJCbZo1axZULs1SBJs2bSrU9wnXclRNmzYNmh7d7/drxYoVYTmWVHX7owWXzXMilDa7du0KGmhRr149nXnmmY7b79+/v1weWjhUwf7oxRdfXGiq/ZLQHwVQVZCcBwDgGFBwOu9QRymX9xpjoYiJiVG7du2Ctn388cdleoz9+/cHlVNTUx23tSxL33zzTcjHPHTdNCn02Q7OPvvsoPKCBQtCjsGptm3bBpW/++67oKnznFi0aFFZhlSkxo0bByWaTdPU119/HdI+QokzPT09aMaFGjVqKC4uznH7pUuXhjy94pF+bwrOOlHwIY/DKTgyAwAAAJVL7dq11a1bt6BtS5Ys0bx588rsGEUti9awYUM1bNgwaNtnn31WZsesii655JJCfamCyUlJat++fVB5+fLlhfqoh/PFF18ElevVqxdSvzYUcXFx6tChQ9C2cH7WBd/DUPuWXq9X33//fVmGVKS2bdsGzZawd+9erVq1KqR9LFy40HHdI7mPIZWub3ek/dGCMdMfBXC0IjkPAMAxoGnTpkHlTZs2OZ6q3rZtzZgxIxxhlZlLLrkkqLxw4UJt2rSpzPZfcP3FUKb5/+yzz0r1tHnB2Q5CTdJedNFFQeWvvvoq5I6/U2eddZYSEhIC5czMTM2fP99x+59++kmbN28OR2hBXC6XzjvvvKBtoYwS8vl8mjlzpuP6Bb83ubm5Rd6oLM6ECRMc1z3oSL83R/Jd37Vrlz799NOQjgcAAIDyd8cddxR6aPTpp58uk1Gyf/75p1555ZUiXyvYR3n77bfLfU3ryub4448PKhc1s1fHjh2D+luGYWjatGmOj+F2uwv1Ywr2i8pawc96xowZYZsp4fzzzw9Kem/cuDGkAQYff/xxuSzll5ycXOihhVA+x/T09JD6W0fStzNNU5MnT3Zc/6Aj7Y8WHCUfSswrV67Ur7/+GtLxAKCikJwHAOAYULt2bdWrVy9Q9vv9mjNnjqO277zzTpkmusOhV69eql27dqBsGIaGDh0a8vT9xTn0vZPkeCT83r179cwzz5TqmLVq1Qoqh/oZnHfeeTr11FODtg0bNuyI1mA7dBT4oZKSkgpN1z5y5EhH69N5PJ5Sv0elcdVVVwWVly5dqk8++cRR2zfffFN//fWX42NVr149aMmFvLw8xzeJPvzwQ3333XeOj3XQcccdF1QO9aGHunXrBpW///57R6MdTNPU/fffL7/fH9LxAAAAUP6OP/543XfffUHbMjIy1L9//yPq+82YMUP9+vXTnj17inz9hhtuCEoy79u3T8OHDy+2n1FV2LYd0kO4hyr493rBv+el/P5Wz549g7a99dZb2rJli6NjjBkzRrt37w7aNnDgwNACDVGfPn2C+tFer1f33nuvvF5vqfdZ3PfkxBNP1FlnnRW07emnn3Y0m1taWlqh5QXCqWB/dPbs2frtt98ctX3xxReVnZ3t+FgF72Ns3rxZ27dvd9T2tdde0/r16x0f66Cy7o86vfeSl5en4cOHh3QsAKhIJOcBADhGFHxy/dVXXz3sjZcPP/xQI0eODGdYZSImJkb33HNP0LY///xTAwcOLHQTojh79uzRxIkTi3ytY8eOQeVPPvnksJ3E7du3a+DAgSFPN3hQq1atgsrTp08P+abVAw88ELSe5LZt29S/f3+tXbvW8T5s29aSJUs0ePDgEqfQu/HGG4Oect+7d69uueUWZWZmFtvG7XbrzjvvDFqXPdxOP/30Qp/nI488op9++qnEdh9++KFee+21kI7lcrl0xhlnBG175plnSnxPpPwbNI8//nhIxzqoefPmioj4/z/xt27dethzO1THjh2DRp1s37692JFPB+Xl5enOO++s1MtfAAAAINh1111XaHr73bt36+qrr9bkyZNDeujy119/1YABA/Too4/K4/EUW69WrVq69dZbg7Z98cUXGjx4cEgPEft8Ps2dO1e9evUqtCxTRcjOzlbXrl317rvvhjRSePr06frzzz8D5aL6DwfdcMMNQQ/+ejwe3XjjjYd9eHjixImF+rkXXXSRTj75ZMdxlkZMTIyGDRsWtG358uW67rrrQlpmzzRNLVq0SAMHDixxvfXBgwcHldevX6+77767xO9jWlqabrrpplL32UvjkksuUaNGjQJl27Z1++23l9hHt21br776qmbNmhXSsWrVqhU0i6Jt23r44YdLfGjBtm2NGzdOb7zxRkjHOqhly5ZB5aVLl4bU3z/zzDODyr/88os++OCDEtukpaXphhtuKJfZ+ACgrEQdvgoAADga9OvXT++//74Mw5CUPz1Y//79dfvtt+uyyy4LjNTOzc3VL7/8oilTpgTWXWvfvr2WL19eYbE70adPH/3666+aPXt2YNsff/yhiy66SFdeeaW6du2qNm3aKDY2VlJ+J3/Lli1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" ] }, "metadata": { "image/png": { "height": 511, "width": 1011 } }, "output_type": "display_data" } ], "source": [ "def pp_plot(x, y, fit, ax):\n", " # plot data\n", " ax.plot(x, y, \"k.\")\n", " # plot posterior predicted... samples from posterior\n", " xi = xr.DataArray(np.array([np.min(x), np.max(x)]), dims=[\"obs_id\"])\n", " post = fit.posterior\n", " y_ppc = xi * post[\"slope\"] + post[\"intercept\"]\n", " ax.plot(xi, y_ppc.stack(sample=(\"chain\", \"draw\")), c=\"steelblue\", alpha=0.01, rasterized=True)\n", " # plot true\n", " ax.plot(xi, slope * xi + intercept, \"k\", lw=3, label=\"True\")\n", " # plot bounds\n", " ax.axhline(bounds[0], c=\"r\", ls=\"--\")\n", " ax.axhline(bounds[1], c=\"r\", ls=\"--\")\n", " ax.legend()\n", " ax.set(xlabel=\"x\", ylabel=\"y\")\n", "\n", "\n", "fig, ax = plt.subplots(1, 2, figsize=(10, 5), sharex=True, sharey=True)\n", "\n", "pp_plot(xt, yt, trunc_linear_fit, ax[0])\n", "ax[0].set(title=\"Truncated data\")\n", "\n", "pp_plot(xc, yc, cens_linear_fit, ax[1])\n", "ax[1].set(title=\"Censored data\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By looking at these plots we can intuitively predict what factors will influence the extent of the underestimation bias. Firstly, if the truncation or censoring bounds are very broad such that they only affect a few data points, then the underestimation bias would be smaller. Secondly, if the measurement error `σ` is low, we might expect the underestimation bias to decrease. In the limit of zero measurement noise then it should be possible to fully recover the true slope for truncated data but there will always be some bias in the censored case. Regardless, it would be prudent to use truncated or censored regression models unless the measurement error is near zero, or the bounds are so broad as to be practically irrelevant." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Implementing truncated and censored regression models\n", "Now we have seen the problem of conducting regression on truncated or censored data, in terms of underestimating the regression slopes. This is what truncated or censored regression models were designed to solve. The general approach taken by both truncated and censored regression is to encode our prior knowledge of the truncation or censoring steps in the data generating process. This is done by modifying the likelihood function in various ways." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Truncated regression model\n", "Truncated regression models are quite simple to implement. The normal likelihood is centered on the regression slope as normal, but now we just specify a normal distribution which is truncated at the bounds." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "tags": [] }, "outputs": [], "source": [ "def truncated_regression(x, y, bounds):\n", " with pm.Model() as model:\n", " slope = pm.Normal(\"slope\", mu=0, sigma=1)\n", " intercept = pm.Normal(\"intercept\", mu=0, sigma=1)\n", " σ = pm.HalfNormal(\"σ\", sigma=1)\n", " normal_dist = pm.Normal.dist(mu=slope * x + intercept, sigma=σ)\n", " pm.Truncated(\"obs\", normal_dist, lower=bounds[0], upper=bounds[1], observed=y)\n", " return model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Truncated regression solves the bias problem by updating the likelihood to reflect our knowledge about the process generating the observations. Namely, we have zero chance of observing any data outside of the truncation bounds, and so the likelihood should reflect this. We can visualise this in the plot below, where compared to a normal distribution, the probability density of a truncated normal is zero outside of the truncation bounds $(y<-1)$ in this case." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 311, "width": 1011 } }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(10, 3))\n", "y = np.linspace(-4, 4, 1000)\n", "ax.fill_between(y, norm.pdf(y, loc=0, scale=1), 0, alpha=0.2, ec=\"b\", fc=\"b\", label=\"Normal\")\n", "ax.fill_between(\n", " y,\n", " truncnorm.pdf(y, -1, float(\"inf\"), loc=0, scale=1),\n", " 0,\n", " alpha=0.2,\n", " ec=\"r\",\n", " fc=\"r\",\n", " label=\"Truncated Normal\",\n", ")\n", "ax.set(xlabel=\"$y$\", ylabel=\"probability\")\n", "ax.axvline(-1, c=\"k\", ls=\"--\")\n", "ax.legend();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Censored regression model" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "tags": [] }, "outputs": [], "source": [ "def censored_regression(x, y, bounds):\n", " with pm.Model() as model:\n", " slope = pm.Normal(\"slope\", mu=0, sigma=1)\n", " intercept = pm.Normal(\"intercept\", mu=0, sigma=1)\n", " σ = pm.HalfNormal(\"σ\", sigma=1)\n", " y_latent = pm.Normal.dist(mu=slope * x + intercept, sigma=σ)\n", " obs = pm.Censored(\"obs\", y_latent, lower=bounds[0], upper=bounds[1], observed=y)\n", "\n", " return model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Thanks to the new {class}`pm.Censored` distribution it is really straightforward to write models with censored data. The only thing to remember is that the latent variable being censored must be called with the `.dist` method, as in `pm.Normal.dist` in the model above.\n", "\n", "Behind the scenes, `pm.Censored` adjusts the likelihood function to take into account that:\n", "- the probability at the lower bound is equal to the cumulative distribution function from $-\\infty$ to the lower bound, \n", "- the probability at the upper bound is equal to the the cumulative distribution function from the upper bound to $\\infty$.\n", "\n", "This is demonstrated visually in the plot below. Technically the _probability density_ at the bound is infinite because the bin width exactly at the bound is zero." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 311, "width": 1011 } }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(10, 3))\n", "\n", "with pm.Model() as m:\n", " pm.Normal(\"y\", 0, 2)\n", "\n", "with pm.Model() as m_censored:\n", " pm.Censored(\"y\", pm.Normal.dist(0, 2), lower=-1.0, upper=None)\n", "\n", "logp_fn = m.compile_logp()\n", "logp_censored_fn = m_censored.compile_logp()\n", "\n", "xi = np.hstack((np.linspace(-6, -1.01), [-1.0], np.linspace(-0.99, 6)))\n", "\n", "ax.plot(xi, [np.exp(logp_fn({\"y\": x})) for x in xi], label=\"uncensored\")\n", "ax.plot(xi, [np.exp(logp_censored_fn({\"y\": x})) for x in xi], label=\"censored\", lw=8, alpha=0.6)\n", "ax.axvline(-1, c=\"k\", ls=\"--\")\n", "ax.legend()\n", "ax.set(xlabel=\"$y$\", ylabel=\"probability density\", ylim=(-0.02, 0.4));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Run the truncated and censored regressions\n", "Now we can conduct our parameter estimation with the truncated regression model on the truncated data..." ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n", "Multiprocess sampling (4 chains in 4 jobs)\n", "NUTS: [slope, intercept, σ]\n" ] }, { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "
\n", " \n", " 100.00% [8000/8000 00:01<00:00 Sampling 4 chains, 0 divergences]\n", "
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\n", " \n", " 100.00% [8000/8000 00:01<00:00 Sampling 4 chains, 0 divergences]\n", "
\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 7 seconds.\n" ] } ], "source": [ "censored_model = censored_regression(xc, yc, bounds)\n", "\n", "with censored_model:\n", " censored_fit = pm.sample(init=\"adapt_diag\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can do the same as before and visualise our posterior estimates on the slope." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 511, "width": 1011 } }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 2, figsize=(10, 5), sharex=True)\n", "\n", "az.plot_posterior(truncated_fit, var_names=[\"slope\"], ref_val=slope, ax=ax[0])\n", "ax[0].set(title=\"Truncated regression\\n(truncated data)\", xlabel=\"slope\")\n", "\n", "az.plot_posterior(censored_fit, var_names=[\"slope\"], ref_val=slope, ax=ax[1])\n", "ax[1].set(title=\"Censored regression\\n(censored data)\", xlabel=\"slope\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "These are _much_ better estimates. Interestingly, we can see that the estimate for censored regression is more precise than for truncated data. This will not necessarily always be the case, but the intuition here is that the `x` and `y` data is entirely discarded with truncation, but only the `y` data becomes partially unknown in censoring.\n", "\n", "We could speculate then, that if an experimenter had the choice of truncating or censoring data, it might be better to opt for censoring over truncation.\n", "\n", "Correspondingly, we can confirm the models are good through visual inspection of the posterior predictive plots." ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 511, "width": 1011 } }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 2, figsize=(10, 5), sharex=True, sharey=True)\n", "\n", "pp_plot(xt, yt, truncated_fit, ax[0])\n", "ax[0].set(title=\"Truncated data\")\n", "\n", "pp_plot(xc, yc, censored_fit, ax[1])\n", "ax[1].set(title=\"Censored data\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This brings an end to our guide on truncated and censored data and truncated and censored regression models in PyMC. While the extent of the regression slope estimation bias will vary with a number of factors discussed above, hopefully these examples have convinced you of the importance of encoding your knowledge of the data generating process into regression analyses." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Further topics\n", "It is also possible to treat the bounds as unknown latent parameters. If these are not known exactly and it is possible to fomulate a prior over these bounds, then it would be possible to infer what the bounds are. This could be argued as overkill however - depending on your data analysis context it may be entirely sufficient to extract 'good enough' point estimates of the bounds in order to get reasonable regression estimates.\n", "\n", "The censored regression model presented above takes one particular approach, and there are others. For example, it did not attempt to infer posterior beliefs over the true latent `y` values of the censored data. It is possible to build censored regression models which do impute these censored `y` values, but we did not address that here as the topic of [imputation](https://en.wikipedia.org/wiki/Imputation_(statistics)) deserves its own focused treatment. The PyMC {ref}`censored_data` example also covers this topic, with a particular {ref}`example model to impute censored data `." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Further reading\n", "When looking into this topic, I found that most of the material out there focuses on maximum likelihood estimation approaches, with focus on mathematical derivation rather than practical implementation. One good concise mathematical 80 page booklet by {cite:t}`breen1996regression` covers truncated and censored as well as other missing data scenarios. That said, a few pages are given over to this topic in Bayesian Data Analysis by {cite:t}`gelman2013bayesian`, and {cite:t}`gelman2020regression`." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Authors\n", "* Authored by [Benjamin T. Vincent](https://github.com/drbenvincent) in May 2021\n", "* Updated by [Benjamin T. Vincent](https://github.com/drbenvincent) in January 2022\n", "* Updated by [Benjamin T. Vincent](https://github.com/drbenvincent) in September 2022" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## References\n", "\n", ":::{bibliography}\n", ":filter: docname in docnames\n", ":::" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Watermark" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Last updated: Thu Sep 22 2022\n", "\n", "Python implementation: CPython\n", "Python version : 3.10.6\n", "IPython version : 8.5.0\n", "\n", "aesara: 2.8.2\n", "aeppl : 0.0.35\n", "\n", "arviz : 0.12.1\n", "pymc : 4.2.0\n", "numpy : 1.23.3\n", "matplotlib: 3.6.0\n", "xarray : 2022.6.0\n", "\n", "Watermark: 2.3.1\n", "\n" ] } ], "source": [ "%load_ext watermark\n", "%watermark -n -u -v -iv -w -p aesara,aeppl" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ ":::{include} ../page_footer.md\n", ":::" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3.10.6 ('pymc_env')", "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": "3.10.6" }, "vscode": { "interpreter": { "hash": "d5f0cba85daacbebbd957da1105312a62c58952ca942f7218a10e4aa5f415a19" } } }, "nbformat": 4, "nbformat_minor": 4 }