{ "cells": [ { "cell_type": "markdown", "id": "d68537ba", "metadata": {}, "source": [ "(BART_quantile)=\n", "# Quantile Regression with BART\n", ":::{post} Jan 25, 2023\n", ":tags: BART, non-parametric, quantile, regression \n", ":category: intermediate, explanation\n", ":author: Osvaldo Martin\n", ":::" ] }, { "cell_type": "code", "execution_count": 1, "id": "7c087cca", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Running on PyMC v5.19.1\n" ] } ], "source": [ "from pathlib import Path\n", "\n", "import arviz as az\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "import pymc as pm\n", "import pymc_bart as pmb\n", "\n", "from scipy import stats\n", "\n", "print(f\"Running on PyMC v{pm.__version__}\")" ] }, { "cell_type": "code", "execution_count": 2, "id": "25cf7b45", "metadata": {}, "outputs": [], "source": [ "%config InlineBackend.figure_format = \"retina\"\n", "RANDOM_SEED = 5781\n", "np.random.seed(RANDOM_SEED)\n", "az.style.use(\"arviz-darkgrid\")" ] }, { "cell_type": "markdown", "id": "2fa76cd1", "metadata": {}, "source": [ "Usually when doing regression we model the conditional mean of some distribution. Common cases are a Normal distribution for continuous unbounded responses, a Poisson distribution for count data, etc.\n", "\n", "Quantile regression, instead estimates a conditional quantile of the response variable. If the quantile is 0.5, then we will be estimating the median (instead of the mean), this could be useful as a way of performing robust regression, in a similar fashion as using a Student-t distribution instead of a Normal. But for some problems we actually care of the behavior of the response away from the mean (or median). For example, in medical research, pathologies or potential health risks occur at high or low quantiles, for instance, overweight and underweight. In some other fields like ecology, quantile regression is justified due to the existence of complex interactions between variables, where the effect of one variable on another is different for different ranges of the variable." ] }, { "cell_type": "markdown", "id": "5ebf4fea", "metadata": {}, "source": [ "## Asymmetric Laplace distribution\n", "\n", "At first it could be weird to think which distribution we should use as the likelihood for quantile regression or how to write a Bayesian model for quantile regression. But it turns out the answer is quite simple, we just need to use the asymmetric Laplace distribution. This distribution has one parameter controlling the mean, another for the scale and a third one for the asymmetry. There are at least two alternative parametrization regarding this asymmetric parameter. In terms of $\\kappa$ a parameter that goes from 0 to $\\infty$ and in terms of $q$ a number between 0 and 1. This later parametrization is more intuitive for quantile regression as we can directly interpret it as the quantile of interest.\n", "\n", "On the next cell we compute the pdf of 3 distribution from the Asymmetric Laplace family" ] }, { "cell_type": "code", "execution_count": 3, "id": "a9791c30", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "image/png": { "height": 491, "width": 731 } }, "output_type": "display_data" } ], "source": [ "x = np.linspace(-6, 6, 2000)\n", "for q, m in zip([0.2, 0.5, 0.8], [0, 0, -1]):\n", " κ = (q / (1 - q)) ** 0.5\n", " plt.plot(x, stats.laplace_asymmetric(κ, m, 1).pdf(x), label=f\"q={q:}, μ={m}, σ=1\")\n", "plt.yticks([])\n", "plt.legend();" ] }, { "cell_type": "markdown", "id": "4e129381", "metadata": {}, "source": [ "We are going to use a simple dataset to model the Body Mass Index for Dutch kids and young men as a function of their age." ] }, { "cell_type": "code", "execution_count": 4, "id": "964b1d06", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 491, "width": 731 } }, "output_type": "display_data" } ], "source": [ "try:\n", " bmi = pd.read_csv(Path(\"..\", \"data\", \"bmi.csv\"))\n", "except FileNotFoundError:\n", " bmi = pd.read_csv(pm.get_data(\"bmi.csv\"))\n", "\n", "bmi.plot(x=\"age\", y=\"bmi\", kind=\"scatter\");" ] }, { "cell_type": "markdown", "id": "1264a580", "metadata": {}, "source": [ "As we can see from the previous figure the relationship between BMI and age is far from linear, and hence we are going to use BART.\n", "\n", "We are going to model 3 quantiles, 0.1, 0.5 and 0.9. We can compute this quantity by fitted 3 separated model, being the sole different the value of `q` of the Asymmetric Laplace distribution. Or we can stack the observed values as in `y_stack` and fit a single model. " ] }, { "cell_type": "code", "execution_count": 5, "id": "9d052f8b", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[0.1],\n", " [0.5],\n", " [0.9]])" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y = bmi.bmi.values\n", "X = bmi.age.values[:, None]\n", "\n", "\n", "y_stack = np.stack([bmi.bmi.values] * 3)\n", "quantiles = np.array([[0.1, 0.5, 0.9]]).T\n", "quantiles" ] }, { "cell_type": "code", "execution_count": 6, "id": "48adf34b", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Multiprocess sampling (4 chains in 4 jobs)\n", "CompoundStep\n", ">PGBART: [μ]\n", ">NUTS: [σ]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "2b256901cbe14e06a9ae773292a91de4", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Output()" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
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     "metadata": {},
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\n" ], "text/plain": [ "\n" ] }, "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 337 seconds.\n" ] } ], "source": [ "with pm.Model() as model:\n", " μ = pmb.BART(\"μ\", X, y, shape=(3, 7294))\n", " σ = pm.HalfNormal(\"σ\", 5)\n", " obs = pm.AsymmetricLaplace(\"obs\", mu=μ, b=σ, q=quantiles, observed=y_stack)\n", "\n", " idata = pm.sample(compute_convergence_checks=False)" ] }, { "cell_type": "markdown", "id": "e466c7b6", "metadata": {}, "source": [ "We can see the result of the 3 fitted curves in the next figure. One feature that stand-out is that the gap or distance between the median (orange) line and the two other lines is not the same. Also the shapes of the curve while following a similar pattern, are not exactly the same." ] }, { "cell_type": "code", "execution_count": 7, "id": "d653dffe", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 491, "width": 731 } }, "output_type": "display_data" } ], "source": [ "plt.plot(bmi.age, bmi.bmi, \".\", color=\"0.5\")\n", "for idx, q in enumerate(quantiles[:, 0]):\n", " plt.plot(\n", " bmi.age,\n", " idata.posterior[\"μ\"].mean((\"chain\", \"draw\")).sel(μ_dim_0=idx),\n", " label=f\"q={q:}\",\n", " lw=3,\n", " )\n", "\n", "plt.legend();" ] }, { "cell_type": "markdown", "id": "13a9a129", "metadata": {}, "source": [ " To better understand these remarks let's compute a BART regression with a Normal likelihood and then compute the same 3 quantiles from that fit. " ] }, { "cell_type": "code", "execution_count": 8, "id": "742eb3b2", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Multiprocess sampling (4 chains in 4 jobs)\n", "CompoundStep\n", ">PGBART: [μ]\n", ">NUTS: [σ]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "c6eba24106fc458ba7a21f4e545c9679", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Output()" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
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       "
\n" ], "text/plain": [ "\n" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "y = bmi.bmi.values\n", "x = bmi.age.values[:, None]\n", "with pm.Model() as model:\n", " μ = pmb.BART(\"μ\", x, y)\n", " σ = pm.HalfNormal(\"σ\", 5)\n", " obs = pm.Normal(\"obs\", mu=μ, sigma=σ, observed=y)\n", "\n", " idata_g = pm.sample(compute_convergence_checks=False)\n", " idata_g.extend(pm.sample_posterior_predictive(idata_g))" ] }, { "cell_type": "code", "execution_count": 9, "id": "9bf9b0a3", "metadata": {}, "outputs": [], "source": [ "idata_g_mean_quantiles = idata_g.posterior_predictive[\"obs\"].quantile(\n", " quantiles[:, 0], (\"chain\", \"draw\")\n", ")" ] }, { "cell_type": "code", "execution_count": 10, "id": "f508903d", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 491, "width": 731 } }, "output_type": "display_data" } ], "source": [ "plt.plot(bmi.age, bmi.bmi, \".\", color=\"0.5\")\n", "for q in quantiles[:, 0]:\n", " plt.plot(bmi.age.values, idata_g_mean_quantiles.sel(quantile=q), label=f\"q={q:}\")\n", "\n", "plt.legend()\n", "plt.xlabel(\"Age\")\n", "plt.ylabel(\"BMI\");" ] }, { "cell_type": "markdown", "id": "8e963637", "metadata": {}, "source": [ "We can see that when we use a Normal likelihood, and from that fit we compute the quantiles, the quantiles q=0.1 and q=0.9 are symetrical with respect to q=0.5, also the shape of the curves is essentially the same just shifted up or down. Additionally the Asymmetric Laplace family allows the model to account for the increased variability in BMI as the age increases, while for the Gaussian family that variability always stays the same." ] }, { "cell_type": "markdown", "id": "219cde48-b626-4325-afc0-2a2881fc5683", "metadata": {}, "source": [ "## Authors\n", "* Authored by Osvaldo Martin in Jan, 2023\n", "* Rerun by Osvaldo Martin in Mar, 2023\n", "* Rerun by Osvaldo Martin in Nov, 2023\n", "* Rerun by Osvaldo Martin in Dec, 2024" ] }, { "cell_type": "markdown", "id": "3c184bc8", "metadata": {}, "source": [ "## References\n", "\n", ":::{bibliography}\n", ":filter: docname in docnames\n", "\n", "martin2021bayesian\n", "quiroga2022bart\n", ":::" ] }, { "cell_type": "markdown", "id": "2c557ed8", "metadata": {}, "source": [ "## Watermark" ] }, { "cell_type": "code", "execution_count": 11, "id": "608086f2", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Last updated: Mon Dec 23 2024\n", "\n", "Python implementation: CPython\n", "Python version : 3.11.5\n", "IPython version : 8.16.1\n", "\n", "pytensor: 2.26.4\n", "xarray : 2024.9.0\n", "\n", "pymc_bart : 0.6.0\n", "pandas : 2.1.2\n", "scipy : 1.11.4\n", "numpy : 1.26.4\n", "pymc : 5.19.1\n", "arviz : 0.20.0.dev0\n", "matplotlib: 3.8.4\n", "\n", "Watermark: 2.4.3\n", "\n" ] } ], "source": [ "%load_ext watermark\n", "%watermark -n -u -v -iv -w -p pytensor,xarray" ] }, { "cell_type": "markdown", "id": "4b02674f-26ad-4c07-bf60-eb8edd1c520b", "metadata": {}, "source": [ ":::{include} ../page_footer.md\n", ":::" ] } ], "metadata": { "jupytext": { "formats": "ipynb,md" }, "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": "3.11.5" }, "vscode": { "interpreter": { "hash": "5b344a7d0839c309585d2ae27435157813d3b4ade1fa431f12bd272ea9135317" } } }, "nbformat": 4, "nbformat_minor": 5 }