{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# HW2: Bayesian GLMs\n", "\n", "In this assignment, you will develop Bayesian inference algorithms for generalized linear (mixed) models (GL(M)Ms). We'll put football aside and focus on another timely subject: US presidential elections. We have downloaded data from the [MIT Election Data Science Lab](https://electionlab.mit.edu/data) consisting of presidential votes for each county in the US from 2000-2020. We have also downloaded demographic covariates from 2018 for each county. In this assignment, you will develop models to predict county-level votes given demographic data. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Setup" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%%capture\n", "!pip install jaxtyping\n", "!pip install kaleido" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/scott/anaconda3/lib/python3.10/site-packages/tqdm/auto.py:22: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", " from .autonotebook import tqdm as notebook_tqdm\n" ] } ], "source": [ "import json\n", "import torch\n", "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "import plotly.express as px\n", "\n", "from fastprogress import progress_bar\n", "from IPython.display import Image\n", "from jaxtyping import Float, Array\n", "from urllib.request import urlopen\n", "from torch.distributions import Binomial, Gamma, MultivariateNormal, Normal" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load the vote data\n", "\n", "_Note: we did a little preprocessing of the raw data from the MIT Election Data Science Lab to extract counties that have both election and demographic data._\n", "\n", "The vote data consists of votes per candidate for each county in the US for presidential elections from 2000 to 2020. Each county is identified by its [FIPS code](https://transition.fcc.gov/oet/info/maps/census/fips/fips.txt). The FIPS code is a five digit integer representing the state and county within the state. We represent the FIPS code as a string since some codes start with zero.\n", "\n", "**Note**: Broomfield County CO (FIPS code 08014) did not exist in 2000\n" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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yearstatestate_pocounty_namefipscandidatepartytotalvotescandidatevotes
02000ALABAMAALAUTAUGA01001AL GOREDEMOCRAT172084942
12000ALABAMAALAUTAUGA01001GEORGE W. BUSHREPUBLICAN1720811993
22000ALABAMAALAUTAUGA01001OTHEROTHER17208113
32000ALABAMAALAUTAUGA01001RALPH NADERGREEN17208160
42000ALABAMAALBALDWIN01003AL GOREDEMOCRAT5648013997
..............................
632062020WYOMINGWYWASHAKIE56043OTHEROTHER403271
632072020WYOMINGWYWESTON56045DONALD J TRUMPREPUBLICAN35603107
632082020WYOMINGWYWESTON56045JO JORGENSENLIBERTARIAN356046
632092020WYOMINGWYWESTON56045JOSEPH R BIDEN JRDEMOCRAT3560360
632102020WYOMINGWYWESTON56045OTHEROTHER356047
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63211 rows × 9 columns

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" ], "text/plain": [ " year state state_po county_name fips candidate \\\n", "0 2000 ALABAMA AL AUTAUGA 01001 AL GORE \n", "1 2000 ALABAMA AL AUTAUGA 01001 GEORGE W. BUSH \n", "2 2000 ALABAMA AL AUTAUGA 01001 OTHER \n", "3 2000 ALABAMA AL AUTAUGA 01001 RALPH NADER \n", "4 2000 ALABAMA AL BALDWIN 01003 AL GORE \n", "... ... ... ... ... ... ... \n", "63206 2020 WYOMING WY WASHAKIE 56043 OTHER \n", "63207 2020 WYOMING WY WESTON 56045 DONALD J TRUMP \n", "63208 2020 WYOMING WY WESTON 56045 JO JORGENSEN \n", "63209 2020 WYOMING WY WESTON 56045 JOSEPH R BIDEN JR \n", "63210 2020 WYOMING WY WESTON 56045 OTHER \n", "\n", " party totalvotes candidatevotes \n", "0 DEMOCRAT 17208 4942 \n", "1 REPUBLICAN 17208 11993 \n", "2 OTHER 17208 113 \n", "3 GREEN 17208 160 \n", "4 DEMOCRAT 56480 13997 \n", "... ... ... ... \n", "63206 OTHER 4032 71 \n", "63207 REPUBLICAN 3560 3107 \n", "63208 LIBERTARIAN 3560 46 \n", "63209 DEMOCRAT 3560 360 \n", "63210 OTHER 3560 47 \n", "\n", "[63211 rows x 9 columns]" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "votes = pd.read_csv(\"https://raw.githubusercontent.com/slinderman/stats305b/winter2024/assignments/hw2/votes.csv\")\n", "votes.fips = votes.fips.apply(lambda x: str(int(x)).zfill(5))\n", "votes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load the demographic data\n", "\n", "We also have county-level demographic data for all counties except those in Alaska. The data was collected in 2018. The fields of the table are described [here](https://github.com/MEDSL/2018-elections-unoffical/blob/master/election-context-2018.md). Note that each county has a matching FIPS code, again represented as a five digit string." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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statecountytrump16clinton16otherpres16romney12obama12otherpres12demsen16repsen16...age65andolder_pctmedian_hh_incclf_unemploy_pctlesshs_pctlesscollege_pctlesshs_whites_pctlesscollege_whites_pctrural_pctruralurban_ccfips
0AlabamaAutauga1817259368651737963631906331.018220.0...13.97845653099.05.59165712.41704675.40722910.00211274.06560142.0021622.001001
1AlabamaBaldwin72883184583874660161842489819145.074021.0...18.71485151365.06.2868439.97241870.4528897.84222768.40560742.2790993.001003
2AlabamaBarbour5454487114455505912474777.05436.0...16.52889533956.012.82473826.23592887.13221319.57975281.36474667.7896356.001005
3AlabamaBibb6738187420761322202862082.06612.0...14.88569939776.07.14682719.30158788.00000015.02049087.47177468.3526071.001007
4AlabamaBlount2285921565732075729702792980.022169.0...17.19291646212.05.95383319.96858586.95024316.64336886.16361089.9515021.001009
..................................................................
3106WyomingSweetwater1215432311745114284774693NaNNaN...9.41712068233.05.0722559.31460678.6285076.23846376.60681310.9163135.056037
3107WyomingTeton39217314139248586213393NaNNaN...11.83751075594.02.1234474.63357046.2115841.52687741.76950446.4309207.056039
3108WyomingUinta61541202111466151628296NaNNaN...10.67821853323.06.39075510.36122481.7930828.80631281.08085243.0959377.056041
3109WyomingWashakie29115323713014794136NaNNaN...19.65034146212.07.44186012.57710878.92392010.29973875.98068835.9545297.056043
3110WyomingWeston30332991942821422116NaNNaN...18.35540155640.03.6109498.59239281.1932817.34214481.14117954.5366267.056045
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3111 rows × 39 columns

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" ], "text/plain": [ " state county trump16 clinton16 otherpres16 romney12 obama12 \\\n", "0 Alabama Autauga 18172 5936 865 17379 6363 \n", "1 Alabama Baldwin 72883 18458 3874 66016 18424 \n", "2 Alabama Barbour 5454 4871 144 5550 5912 \n", "3 Alabama Bibb 6738 1874 207 6132 2202 \n", "4 Alabama Blount 22859 2156 573 20757 2970 \n", "... ... ... ... ... ... ... ... \n", "3106 Wyoming Sweetwater 12154 3231 1745 11428 4774 \n", "3107 Wyoming Teton 3921 7314 1392 4858 6213 \n", "3108 Wyoming Uinta 6154 1202 1114 6615 1628 \n", "3109 Wyoming Washakie 2911 532 371 3014 794 \n", "3110 Wyoming Weston 3033 299 194 2821 422 \n", "\n", " otherpres12 demsen16 repsen16 ... age65andolder_pct median_hh_inc \\\n", "0 190 6331.0 18220.0 ... 13.978456 53099.0 \n", "1 898 19145.0 74021.0 ... 18.714851 51365.0 \n", "2 47 4777.0 5436.0 ... 16.528895 33956.0 \n", "3 86 2082.0 6612.0 ... 14.885699 39776.0 \n", "4 279 2980.0 22169.0 ... 17.192916 46212.0 \n", "... ... ... ... ... ... ... \n", "3106 693 NaN NaN ... 9.417120 68233.0 \n", "3107 393 NaN NaN ... 11.837510 75594.0 \n", "3108 296 NaN NaN ... 10.678218 53323.0 \n", "3109 136 NaN NaN ... 19.650341 46212.0 \n", "3110 116 NaN NaN ... 18.355401 55640.0 \n", "\n", " clf_unemploy_pct lesshs_pct lesscollege_pct lesshs_whites_pct \\\n", "0 5.591657 12.417046 75.407229 10.002112 \n", "1 6.286843 9.972418 70.452889 7.842227 \n", "2 12.824738 26.235928 87.132213 19.579752 \n", "3 7.146827 19.301587 88.000000 15.020490 \n", "4 5.953833 19.968585 86.950243 16.643368 \n", "... ... ... ... ... \n", "3106 5.072255 9.314606 78.628507 6.238463 \n", "3107 2.123447 4.633570 46.211584 1.526877 \n", "3108 6.390755 10.361224 81.793082 8.806312 \n", "3109 7.441860 12.577108 78.923920 10.299738 \n", "3110 3.610949 8.592392 81.193281 7.342144 \n", "\n", " lesscollege_whites_pct rural_pct ruralurban_cc fips \n", "0 74.065601 42.002162 2.0 01001 \n", "1 68.405607 42.279099 3.0 01003 \n", "2 81.364746 67.789635 6.0 01005 \n", "3 87.471774 68.352607 1.0 01007 \n", "4 86.163610 89.951502 1.0 01009 \n", "... ... ... ... ... \n", "3106 76.606813 10.916313 5.0 56037 \n", "3107 41.769504 46.430920 7.0 56039 \n", "3108 81.080852 43.095937 7.0 56041 \n", "3109 75.980688 35.954529 7.0 56043 \n", "3110 81.141179 54.536626 7.0 56045 \n", "\n", "[3111 rows x 39 columns]" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "demo = pd.read_csv(\"https://raw.githubusercontent.com/slinderman/stats305b/winter2024/assignments/hw2/demographics.csv\")\n", "demo.fips = demo.fips.apply(lambda x: str(int(x)).zfill(5))\n", "demo" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['state', 'county', 'trump16', 'clinton16', 'otherpres16', 'romney12',\n", " 'obama12', 'otherpres12', 'demsen16', 'repsen16', 'othersen16',\n", " 'demhouse16', 'rephouse16', 'otherhouse16', 'demgov16', 'repgov16',\n", " 'othergov16', 'repgov14', 'demgov14', 'othergov14', 'total_population',\n", " 'cvap', 'white_pct', 'black_pct', 'hispanic_pct', 'nonwhite_pct',\n", " 'foreignborn_pct', 'female_pct', 'age29andunder_pct',\n", " 'age65andolder_pct', 'median_hh_inc', 'clf_unemploy_pct', 'lesshs_pct',\n", " 'lesscollege_pct', 'lesshs_whites_pct', 'lesscollege_whites_pct',\n", " 'rural_pct', 'ruralurban_cc', 'fips'],\n", " dtype='object')" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "demo.columns" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Helper function for plotting\n", "\n", "We provide a simple function to plot values associated with each county. " ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "with urlopen(\"https://raw.githubusercontent.com/plotly/datasets/master/geojson-counties-fips.json\") as response:\n", " geojson = json.load(response)\n", "\n", "def plot_counties(fips, values, label=\"\", cmap=\"RdBu\", interactive=True):\n", " fig = px.choropleth(pd.DataFrame(dict(fips=fips, values=values)), \n", " geojson=geojson, \n", " locations=\"fips\", \n", " color=\"values\",\n", " color_continuous_scale=cmap,\n", " scope=\"usa\",\n", " labels={\"values\":label})\n", " fig.update_layout(margin={\"r\":0,\"t\":0,\"l\":0,\"b\":0})\n", " if interactive:\n", " return fig\n", " else:\n", " return Image(fig.to_image(scale=2.0))" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Demo of how to plot. \n", "# Note: you can use interactive plots in Colab. I turned off interactive mode\n", "# because the interactive plots don't renter in the online book.\n", "plot_counties(demo.fips, \n", " demo.median_hh_inc, \n", " label=\"median_hh_inc\", \n", " cmap=\"RdBu\", \n", " interactive=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Part 0: Preprocessing\n", "\n", "There are $n=3111$ counties and $m=6$ presidential elections in this dataset. \n", "\n", "Let \n", "- $y_{i,k} \\in \\mathbb{N}$ denote the number of votes for the **Democratic Party candidate** in county $i$ and election $k$ for $i=1,\\ldots,n$ and $k=1,\\ldots,m$.\n", "- $N_{i,k} \\in \\mathbb{N}$ denote the **total number of votes** cast in county $i$ and election $k$ for $i=1,\\ldots,n$ and $k=1,\\ldots,m$. \n", "- $\\mathbf{x}_i \\in \\mathbb{R}^p$ denote the vector of demographic covariates for county $i$ from the table above.\n", "\n", "We will use the following covariates:\n", "- `white_pct`\n", "- `black_pct`\n", "- `hispanic_pct`\n", "- `foreignborn_pct`\n", "- `female_pct`\n", "- `age29andunder_pct`\n", "- `age65andolder_pct`\n", "- `median_hh_inc`\n", "- `clf_unemploy_pct`\n", "- `lesshs_pct`\n", "- `lesscollege_pct`\n", "- `lesshs_whites_pct`\n", "- `lesscollege_whites_pct`\n", "- `rural_pct`\n", "- `ruralurban_cc`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Problem 0a\n", "\n", "Extract PyTorch tensors for the Democratic votes ($n \\times m$ tensor), total votes ($n \\times m$ tensor), and covariates ($n \\times p$ tensor).\n", "\n", "**Notes:**\n", "- Set the first covariate to $x_{i,1} = 1$ for all $i=1,\\ldots,n$ in order to allow for an intercept.\n", "- Make sure real-valued covariates are standardized to be mean-zero, unit standard deviation across counties.\n", "- Use a one-hot encoding for categorical covariates, omitting the last category. For example, if a covariate $X$ takes on discrete values $\\{1, \\ldots, C\\}$, encode it as a vector $v$ of length $C-1$ where $v_j = \\mathbb{I}[X=j]$.\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Problem 0b: One-hot encodings\n", "\n", "Explain why we omitted the laset category in the encoding of categorical covariates." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Problem 0c: Other covariates\n", "\n", "Explain why we didn't include `nonwhite_pct` in our set of covariates." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Part 1: Bayesian Inference in a Binomial GLM via Polya-gamma augmentation\n", "\n", "Start with a simple baseline model,\n", "\\begin{align*}\n", "y_{i,k} &\\sim \\mathrm{Bin}(N_{i,k}, \\, \\sigma(x_i^\\top \\beta))\n", "& \\text{for } &i=1,\\ldots,n; \\, k=1,\\ldots,m \\\\\n", "\\beta &\\sim \\mathrm{N}(0, I)\n", "\\end{align*}\n", "where $\\sigma$ is the logistic function.\n", "\n", "The Polya-gamma (PG) augmentation trick {cite:p}`polson2013bayesian` is based on the following identity,\n", "\\begin{align*}\n", "\\frac{(e^u)^y}{(1 + e^u)^N} = 2^{-N} e^{(y - \\frac{N}{2}) u} \\int e^{-\\frac{1}{2} \\omega u^2} \\, \\mathrm{PG}(\\omega; N, 0) \\, \\mathrm{d} \\omega,\n", "\\end{align*}\n", "where $\\mathrm{PG}(\\omega; b, c)$ denotes the Polya-gamma density. The PG distribution has support on the non-negative reals, and it parameterized by a _shape_ $b \\geq 0$ and a _tilt_ $c \\in \\mathbb{R}$. \n", "\n", "The PG distribution isn't exactly textbook, but it has many nice properties. For instance, PG random variables are equal in distribution to a weighted sum of gamma random variables. If $\\omega \\sim \\mathrm{PG}(b, c)$ then,\n", "\\begin{align*}\n", "\\omega \\overset{d}{=} \\frac{1}{2 \\pi^2} \\sum_{k=1}^\\infty \\frac{g_k}{(k - \\tfrac{1}{2})^2 + \\tfrac{c^2}{4 \\pi^2}}\n", "\\end{align*}\n", "where $g_k \\overset{\\mathrm{iid}}{\\sim} \\mathrm{Ga}(b, 1)$. Since the coefficients in this sum are decreasing with $k$, we can draw an approximate sample from a PG distribution by truncating the sum. Since the PG distribution doesn't exist in PyTorch, we have provided a helper function below to draw samples from the PG distribution.\n", "\n", "**Notes:** \n", "- As $b \\to 0$, the PG density converges to a delta function at zero. This is useful when you have missing data.\n", "- There are more efficient ways to sample PG random variables. See {cite:t}`windle2014sampling` and [https://github.com/slinderman/pypolyagamma](https://github.com/slinderman/pypolyagamma). The naive sampling code below should work for this assignment though.\n" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "def sample_pg(b: Float[Array, \"...\"], \n", " c: Float[Array, \"...\"], \n", " trunc: int=200) -> \\\n", " Float[Array, \"...\"]:\n", " \"\"\"\n", " Sample X ~ PG(b, c) the naive way using a weighted sum of gammas.\n", " Note: there are much more efficient sampling methods. See \n", "\n", " Windle, Jesse, Nicholas G. Polson, and James G. Scott. \"Sampling \n", " Pólya-gamma random variates: alternate and approximate techniques.\" \n", " arXiv preprint arXiv:1405.0506 (2014).\n", " https://arxiv.org/abs/1405.0506\n", "\n", " and https://github.com/slinderman/pypolyagamma\n", "\n", " Arguments\n", " ---------\n", " b: tensor of arbitrary shape specifying the \"shape\" argument of \n", " the PG distribution.\n", "\n", " c: tensor of arbitrary shape specifying the \"tilt\" argument of \n", " the PG distribution. Must broadcast with b.\n", "\n", " Returns\n", " -------\n", " tensor of independent draws of PG(b, c) matching the shapes of b and c.\n", " \n", " \"\"\"\n", " # make sure the parameters are float tensors and broadcast compatible\n", " b = b if isinstance(b, torch.Tensor) else torch.tensor(b) \n", " c = c if isinstance(c, torch.Tensor) else torch.tensor(c) \n", " b = b.float()\n", " c = c.float()\n", " b, c = torch.broadcast_tensors(b, c)\n", "\n", " # Draw the PG random variates\n", " g = Gamma(b + 1e-8, 1.0).sample((trunc,)) # (trunc, b.shape)\n", " g = torch.moveaxis(g, 0, -1) # (b.shape, trunc)\n", " k = torch.arange(trunc) + 1\n", " w = 1 / ((k - 0.5)**2 + c[...,None]**2 / (4 * torch.pi**2)) # (c.shape, trunc)\n", " return 1 / (2 * torch.pi**2) * torch.sum(g * w, axis=-1) # (b.shape,)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'samples of PG(1,0) distribution')" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "omegas = sample_pg(torch.ones(10000), torch.zeros(10000))\n", "_ = plt.hist(omegas, 50, density=True, alpha=0.75, edgecolor='k')\n", "plt.xlabel(r\"$\\omega$\")\n", "plt.ylabel(r\"$p(\\omega)$\")\n", "plt.title(\"samples of PG(1,0) distribution\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Problem 1a\n", "Use the integral identity above to write the distribution $p(y, \\beta \\mid X)$ as a marginal of a distribution over an augmented space, $p(y, \\beta, \\omega \\mid X)$. (Note that we are using the shorthand $y$ for the set of all responses.)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Problem 1b\n", "\n", "The nice thing about this augmented distribution is that it has simple conditional distributions, which allows for a simple Gibbs sampling algorithm to approximate the posterior distribution.\n", "\n", "Derive the conditional distribution, $p(\\beta \\mid y, X, \\omega)$. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Problem 1c\n", "\n", "One nice property of the Polya-gamma distribution is that it is closed under exponential tilting,\n", "\\begin{align*}\n", "e^{-\\frac{1}{2} \\omega c^2} \\mathrm{PG}(\\omega; b, 0) &\\propto \\mathrm{PG}(\\omega; b, c).\n", "\\end{align*}\n", "(Again, $\\mathrm{PG}(\\omega; b, c)$ denotes the Polya-gamma pdf.)\n", "\n", "Derive the conditional distribution $p(\\omega \\mid y, X, \\beta)$. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Problem 1d\n", "\n", "Implement a Gibbs sampling algorithm to sample the posterior distribution of the augmented model, $p(\\beta, \\omega \\mid y, X)$. As described in the course notes, Gibbs sampling is a type of MCMC algorithm in which we iteratively draw samples from the conditional distributions. Here, the algorithm is,\n", "\n", "> **Input:** Initial weights $\\beta^{(0)}$, responses $y$, and covariates $X$.\n", ">\n", "> **For** $t=1,\\ldots, T$\n", "> 1. Sample $\\omega^{(t)} \\sim p(\\omega \\mid \\beta^{(t-1)}, y, X)$\n", "> 2. Sample $\\beta^{(t)} \\sim p(\\beta \\mid y, X, \\omega^{(t)})$\n", "> 3. Compute log probability $\\ell^{(t)} = \\log p(y, \\beta \\mid X)$\n", ">\n", "> **Return** samples $\\{\\beta^{(t)}\\}_{t=1}^T$ and log probabilities $\\{\\ell^{(t)}\\}_{t=1}^T$. \n", "\n", "Implement that algorithm.\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Problem 1e: Posterior analysis\n", "\n", "Run your algorithm and **make the following plots**:\n", "1. A trace of the log joint probability $p(y, \\beta \\mid X)$ across MCMC iterations (i.e., samples of $\\beta$).\n", "2. A trace of the sampled values of $\\beta_j$ across MCMC iterations. You can plot all the line plots for $j=1,\\ldots,p$ on one plot, rather than making a bunch of subplots.\n", "3. A box-and-whiskers plot of sampled values of $\\beta_j$ for the covariates $j=1,\\ldots,p$. \n", "4. Discard the first 20 samples of your MCMC algorithm and use the remaining samples to approximate the posterior expectation $\\mathbb{E}[\\sigma(x_i^\\top \\beta)]$ for each county $i$. Plot the predictions using the `plot_counties` function given above.\n", "\n", "Remember to label your axes!\n", "\n", "**Discuss**: How much posterior uncertainty do you find in $\\beta$? Why does your result make sense?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Part 2: Model Checking\n", "\n", "Building a model and running an inference algorithm are just the first steps of an applied statistical analysis. Now we need to check the model and see if it offers a good fit to the data. With exponential family GLMs like this one, it's a good idea to check the deviance residuals" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Problem 2a: Binomial deviance residuals\n", "\n", "1. Write the binomial pmf, $\\mathrm{Bin}(y; N, \\pi)$, in exponential family form. \n", "2. Derive a closed form expression for the KL divergence between two binomial distributions (with the same total count $N$ but different probabilities $\\pi$) in terms of the natural parameters.\n", "3. Write the KL divergence in terms of the mean parameters.\n", "4. Derive a closed form expression for the deviance residuals between a observed value $y$ and a predicted value $\\hat{y} = N \\pi$ in terms of the mean parameters." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Problem 2b: Residual analysis\n", "\n", "Using the posterior mean of $\\beta$ approximated with samples of your Markov chain, compute the deviance residuals between the observed vote counts and the expected counts.\n", "\n", "1. **Plot:** a histogram of the deviance residuals (across all years and counties). \n", "2. **Plot:** a scatter plot of deviance residuals for all pairs of election years (you should organize the subplots in a grid). Do you see correlations in the residuals across years? \n", "3. **Discuss:** Do the deviance residuals look as exoected? If not, discuss why that could be the case.\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Part 3: Generalized Linear Mixed Modeling\n", "\n", "According to the model above, the responses (and residuals) should be conditionally independent across counties and election years given the covariates and weights. Correlated residuals can arise from unmodeled factors of variation. For example, perhaps there is some feature of counties that would explain their voting tendencies, but which was not captured in the demographic covariates above. Maybe some geographic regions tend to vote for Democrats or Republicans, even though other regions with similar demographics vote differently. \n", "\n", "**Generalized linear _mixed_ models (GLMMs)** try to capture those unmeasured factors of variation using latent variables. Since we have multiple election years of data for each county, we might expect to be able to model and estimate the correlation in voting tendencies across counties. \n", "\n", "For this problem, you will develop a Bayesian inference algorithm for the following model,\n", "\\begin{align*}\n", "y_{i,k} &\\sim \\mathrm{Bin}(N_{i,k}, \\sigma(a_{i,k}))\n", "& \\text{for } &i=1,\\ldots,n; \\, k=1,\\ldots,m\n", "\\end{align*}\n", "where\n", "\\begin{align*}\n", "a_{i,k} &= x_i^\\top \\beta + z_i \\gamma_k.\n", "\\end{align*}\n", "Assume the following priors,\n", "\\begin{align*}\n", "\\beta &\\sim \\mathrm{N}(0, I) \\\\\n", "z_i &\\sim \\mathrm{N}(0, 1) & \\text{for } &i=1,\\ldots,n \\\\\n", "\\gamma_k &\\sim \\mathrm{N}(0, 1) & \\text{for } &k=1,\\ldots,m \\\\\n", "\\end{align*}\n", "This model adds the following components:\n", "- a per-county **latent variable** $z_i \\in \\mathbb{R}$ \n", "- a per-year **random effect** $\\gamma_k \\in \\mathbb{R}$ \n", "\n", "Note that while $y_{i,k}$ and $y_{i',k}$ are _conditionally independent_ given the parameters, covariates, and latent variables of the model, they are _marginally dependent_ when we integrate over latent variables. Thus, this model is better suited to capture the county-to-county correlations indicated by the residual analyses above.\n", "\n", "Finally, as above, we can use Polya-gamma augmentation to implement a Gibbs sampler for this model." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Problem 3a\n", "\n", "Derive the conditional distribution $p(\\beta \\mid y, X, z, \\gamma, \\omega)$ where $\\omega$ are PG augmentation variables. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Problem 3b\n", "\n", "Derive the conditional distribution $p(z \\mid y, X, \\beta, \\gamma, \\omega)$ where $\\omega$ are PG augmentation variables. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Problem 3c\n", "\n", "Derive the conditional distribution $p(\\gamma \\mid y, X, \\beta, z, \\omega)$ where $\\omega$ are PG augmentation variables. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Problem 3d\n", "\n", "Implement a Gibbs sampler for this binomial generalized linear mixed model using PG augmentation. Run the sampler and make the following plots:\n", "1. A trace of the log joint probability \n", "2. A trace of the samples of $\\beta$. \n", "3. A box-and-whiskers plot of the samples of $\\beta$\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Problem 3e\n", "\n", "Plot the deviance residuals like you did in Problem 2b, now using your last MCMC sample of the parameters, latent variables, and random effects. Compared to your results from Problem 2b, is the model improving?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Problem 3f\n", "\n", "Visualize the last MCMC sample of the latent variables $z$ using the `plot_counties` function. Likewise, plot the last sample of the random effects $\\gamma$. Can you spectulate what type of unmodeled feature this latent variable is capturing?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Part 4: Reflection\n", "\n", "You just went through two iterations of what some call _Box's Loop_ {cite:p}`blei2014build`: you extracted relevant features from a real world dataset, built an initial model, implemented and ran a Bayesian inference algorithm, inspected the posterior, critiqued the model and revised it accordingly, and then repeated the process. In actual applied statistics problems, we often repeat this process many times as we hone our models and improve our algorithms. \n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "### Problem 4a\n", "If you were to further refine this model, what change would you make next? Why? How do you hypothesize it would alter your results?\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Submission Instructions\n", "\n", "**Formatting:** check that your code does not exceed 80 characters in line width. You can set _Tools → Settings → Editor → Vertical ruler column_ to 80 to see when you've exceeded the limit.\n", "\n", "**Converting to PDF** The simplest way to convert to PDF is to use the \"Print to PDF\" option in your browser. Just make sure that your code and plots aren't cut off, as it may not wrap lines.\n", "\n", "**Alternatively** You can download your notebook in .ipynb format and use the following commands to convert it to PDF. Then run the following command to convert to a PDF:\n", "```\n", "jupyter nbconvert --to pdf _hw.ipynb\n", "```\n", "(Note that for the above code to work, you need to rename your file `_hw.ipynb`)\n", "\n", "**Installing nbconvert:**\n", "\n", "If you're using Anaconda for package management,\n", "```\n", "conda install -c anaconda nbconvert\n", "```\n", "\n", "**Upload** your .pdf file to Gradescope. Please tag your questions correctly! I.e., for each question, all of and only the relevant sections are tagged.\n", "\n", "Please post on Ed or come to OH if there are any other problems submitting the HW." ] } ], "metadata": { "kernelspec": { "display_name": "base", "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": "3.10.9" } }, "nbformat": 4, "nbformat_minor": 2 }