{ "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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