{ "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 v5.9.2+10.g547bcb481\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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", "text/plain": [ "
" ] }, "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": [ "/home/osvaldo/anaconda3/envs/pymc/lib/python3.11/site-packages/pytensor/tensor/math.py:1107: FutureWarning: sgn is deprecated and will stop working in the future, use sign instead.\n", " warnings.warn(\n", "/home/osvaldo/anaconda3/envs/pymc/lib/python3.11/site-packages/pytensor/tensor/math.py:1107: FutureWarning: sgn is deprecated and will stop working in the future, use sign instead.\n", " warnings.warn(\n", "/home/osvaldo/anaconda3/envs/pymc/lib/python3.11/site-packages/pytensor/tensor/math.py:1107: FutureWarning: sgn is deprecated and will stop working in the future, use sign instead.\n", " warnings.warn(\n", "/home/osvaldo/anaconda3/envs/pymc/lib/python3.11/site-packages/pytensor/tensor/math.py:1107: FutureWarning: sgn is deprecated and will stop working in the future, use sign instead.\n", " warnings.warn(\n", "/home/osvaldo/anaconda3/envs/pymc/lib/python3.11/site-packages/pytensor/tensor/math.py:1107: FutureWarning: sgn is deprecated and will stop working in the future, use sign instead.\n", " warnings.warn(\n", "/home/osvaldo/anaconda3/envs/pymc/lib/python3.11/site-packages/pytensor/tensor/math.py:1107: FutureWarning: sgn is deprecated and will stop working in the future, use sign instead.\n", " warnings.warn(\n", "/home/osvaldo/anaconda3/envs/pymc/lib/python3.11/site-packages/pytensor/tensor/math.py:1107: FutureWarning: sgn is deprecated and will stop working in the future, use sign instead.\n", " warnings.warn(\n", "Multiprocess sampling (4 chains in 4 jobs)\n", "CompoundStep\n", ">PGBART: [μ]\n", ">NUTS: [σ]\n" ] }, { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "
\n", " \n", " 100.00% [8000/8000 06:15<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 376 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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", 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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": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "
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\n", " " ], "text/plain": [ "" ] }, "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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" ] }, "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." ] }, { "attachments": {}, "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" ] }, { "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: Sat Nov 18 2023\n", "\n", "Python implementation: CPython\n", "Python version : 3.11.5\n", "IPython version : 8.16.1\n", "\n", "pytensor: 2.17.3\n", "xarray : 2023.10.1\n", "\n", "pymc : 5.9.2+10.g547bcb481\n", "matplotlib: 3.8.0\n", "pandas : 2.1.2\n", "arviz : 0.16.1\n", "numpy : 1.24.4\n", "pymc_bart : 0.5.3\n", "scipy : 1.11.3\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 }