diff --git a/examples/mixture_models/dirichlet_mixture_of_multinomials.ipynb b/examples/mixture_models/dirichlet_mixture_of_multinomials.ipynb new file mode 100644 index 000000000..ddfc9eea1 --- /dev/null +++ b/examples/mixture_models/dirichlet_mixture_of_multinomials.ipynb @@ -0,0 +1,1930 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Dirichlet mixtures of multinomials" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This example notebook demonstrates the use of a\n", + "Dirichlet mixture of multinomials\n", + "(a.k.a [Dirichlet-multinomial](https://en.wikipedia.org/wiki/Dirichlet-multinomial_distribution) or DM)\n", + "to model categorical count data.\n", + "Models like this one are important in a variety of areas, including\n", + "natural language processing, ecology, bioinformatics, and more.\n", + "\n", + "The Dirichlet-multinomial can be understood as draws from a [Multinomial distribution](https://en.wikipedia.org/wiki/Multinomial_distribution)\n", + "where each sample has a slightly different probability vector, which is itself drawn from a common [Dirichlet distribution](https://en.wikipedia.org/wiki/Dirichlet_distribution).\n", + "This contrasts with the Multinomial distribution, which assumes that all observations arise from a single fixed probability vector.\n", + "This enables the Dirichlet-multinomial to accommodate more variable (a.k.a, over-dispersed) count data than the Multinomial.\n", + "\n", + "Other examples of over-dispersed count distributions are the\n", + "[Beta-binomial](https://en.wikipedia.org/wiki/Beta-binomial_distribution)\n", + "(which can be thought of as a special case of the DM) or the\n", + "[Negative binomial](https://en.wikipedia.org/wiki/Negative_binomial_distribution)\n", + "distributions.\n", + "\n", + "The DM is also an example of marginalizing\n", + "a mixture distribution over its latent parameters.\n", + "This notebook will demonstrate the performance benefits that come from taking that approach." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "ExecuteTime": { + "end_time": "2021-01-25T18:00:40.367769Z", + "start_time": "2021-01-25T18:00:37.359820Z" + } + }, + "outputs": [], + "source": [ + "import arviz as az\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import pymc3 as pm\n", + "import scipy as sp\n", + "import scipy.stats\n", + "import seaborn as sns" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "ExecuteTime": { + "end_time": "2021-01-25T18:00:40.406019Z", + "start_time": "2021-01-25T18:00:40.400553Z" + } + }, + "outputs": [], + "source": [ + "RANDOM_SEED = 0\n", + "np.random.seed(RANDOM_SEED)\n", + "az.style.use(\"arviz-darkgrid\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Simulation data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let us simulate some over-dispersed, categorical count data\n", + "for this example.\n", + "\n", + "Here we are simulating from the DM distribution itself,\n", + "so it is perhaps tautological to fit that model,\n", + "but rest assured that data like these really do appear in\n", + "the counts of different:\n", + "(1) [words in text corpuses](https://doi.org/10.1145/1102351.1102420),\n", + "(2) [types of RNA molecules in a cell](https://doi.org/10.12688/f1000research.8900.2),\n", + "(3) [items purchased by shoppers](https://doi.org/10.2307/2981696).\n", + "\n", + "Here we will discuss a community ecology example, pretending that we have observed counts of $k=5$ different\n", + "tree species in $n=10$ different forests.\n", + "\n", + "Our simulation will produce a two-dimensional matrix of integers (counts)\n", + "where each row, (zero-)indexed by $i \\in (0...n-1)$, is an observation (different forest), and each\n", + "column $j \\in (0...k-1)$ is a category (tree species).\n", + "We'll parameterize this distribution with three things:\n", + "- $\\mathrm{frac}$ : the expected fraction of each species,\n", + " a $k$-dimensional vector on the simplex (i.e. sums-to-one)\n", + "- $\\mathrm{total\\_count}$ : the total number of items tallied in each observation,\n", + "- $\\mathrm{conc}$ : the concentration, controlling the overdispersion of our data,\n", + " where larger values result in our distribution more closely approximating the multinomial.\n", + " \n", + "Here, and throughout this notebook, we've used a\n", + "[convenient reparameterization](https://mc-stan.org/docs/2_26/stan-users-guide/reparameterizations.html#dirichlet-priors)\n", + "of the Dirichlet distribution\n", + "from one to two parameters,\n", + "$\\alpha=\\mathrm{conc} \\times \\mathrm{frac}$, as this\n", + "fits our desired interpretation.\n", + " \n", + "Each observation from the DM is simulated by:\n", + "1. first obtaining a value on the $k$-simplex simulated as\n", + " $p_i \\sim \\mathrm{Dirichlet}(\\alpha=\\mathrm{conc} \\times \\mathrm{frac})$,\n", + "2. and then simulating $\\mathrm{counts}_i \\sim \\mathrm{Multinomial}(\\mathrm{total\\_count}, p_i)$.\n", + "\n", + "Notice that each observation gets its _own_\n", + "latent parameter $p_i$, simulated independently from\n", + "a common Dirichlet distribution." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "ExecuteTime": { + "end_time": "2021-01-25T18:00:40.448021Z", + "start_time": "2021-01-25T18:00:40.422607Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[33, 8, 4, 1, 4],\n", + " [22, 28, 0, 0, 0],\n", + " [35, 11, 2, 2, 0],\n", + " [32, 1, 7, 10, 0],\n", + " [24, 22, 4, 0, 0],\n", + " [28, 13, 9, 0, 0],\n", + " [19, 4, 21, 6, 0],\n", + " [26, 17, 1, 6, 0],\n", + " [32, 16, 0, 2, 0],\n", + " [10, 30, 5, 5, 0]])" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "true_conc = 6.0\n", + "true_frac = np.array([0.45, 0.30, 0.15, 0.09, 0.01])\n", + "k = len(true_frac) # Number of different tree species observed\n", + "n = 10 # Number of forests observed\n", + "total_count = 50\n", + "\n", + "true_p = sp.stats.dirichlet(true_conc * true_frac).rvs(size=n)\n", + "observed_counts = np.vstack([sp.stats.multinomial(n=total_count, p=p_i).rvs() for p_i in true_p])\n", + "\n", + "observed_counts" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Multinomial model" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The first model that we will fit to these data is a plain\n", + "multinomial model, where the only parameter is the\n", + "expected fraction of each category, $\\mathrm{frac}$, which we will give a Dirichlet prior.\n", + "While the uniform prior ($\\alpha_j=1$ for each $j$) works well, if we have independent beliefs about the fraction of each tree,\n", + "we could encode this into our prior, e.g.\n", + "increasing the value of $\\alpha_j$ where we expect a higher fraction of species-$j$." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "ExecuteTime": { + "end_time": "2021-01-25T18:00:49.504137Z", + "start_time": "2021-01-25T18:00:40.451892Z" + } + }, + "outputs": [ + { + "data": { + "image/svg+xml": [ + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "%3\n", + "\n", + "\n", + "cluster5\n", + "\n", + "5\n", + "\n", + "\n", + "cluster10 x 5\n", + "\n", + "10 x 5\n", + "\n", + "\n", + "\n", + "frac\n", + "\n", + "frac\n", + "~\n", + "Dirichlet\n", + "\n", + "\n", + "\n", + "counts\n", + "\n", + "counts\n", + "~\n", + "Multinomial\n", + "\n", + "\n", + "\n", + "frac->counts\n", + "\n", + "\n", + "\n", + "\n", + "\n" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "with pm.Model() as model_multinomial:\n", + " frac = pm.Dirichlet(\"frac\", a=np.ones(k))\n", + " counts = pm.Multinomial(\"counts\", n=total_count, p=frac, shape=(n, k), observed=observed_counts)\n", + "\n", + "pm.model_to_graphviz(model_multinomial)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Interestingly, NUTS frequently runs into numerical problems on this model, perhaps an example of the\n", + "[\"Folk Theorem of Statistical Computing\"](https://statmodeling.stat.columbia.edu/2008/05/13/the_folk_theore/).\n", + "\n", + "Because of a couple of identities of the multinomial distribution,\n", + "we could reparameterize this model in a number of ways—we\n", + "would obtain equivalent models by exploding our $n$ observations\n", + "of $\\mathrm{total\\_count}$ items into $(n \\times \\mathrm{total\\_count})$\n", + "independent categorical trials, or collapsing them down into\n", + "one Multinomial draw with $(n \\times \\mathrm{total\\_count})$ items.\n", + "(Importantly, this is _not_ true for the DM distribution.)\n", + "\n", + "Rather than _actually_ fixing our problem through reparameterization,\n", + "here we'll instead switch to the Metropolis step method,\n", + "which ignores some of the geometric pathologies of our naïve model.\n", + "\n", + "**Important**: switching to Metropolis does not not _fix_ our model's issues, rather it _sweeps them under the rug_.\n", + "In fact, if you try running this model with NUTS (PyMC3's default step method), it will break loudly during sampling.\n", + "When that happens, this should be a **red alert** that there is something wrong in our model.\n", + "\n", + "You'll also notice below that we have to increase considerably the number of draws we take from the posterior;\n", + "this is because Metropolis is much less efficient at\n", + "exploring the posterior than NUTS." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "ExecuteTime": { + "end_time": "2021-01-25T18:01:10.459503Z", + "start_time": "2021-01-25T18:00:49.507208Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Multiprocess sampling (4 chains in 2 jobs)\n", + "Metropolis: [frac]\n" + ] + }, + { + "data": { + "text/html": [ + "\n", + "
\n", + " \n", + " \n", + " 100.00% [24000/24000 00:07<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 5_000 draw iterations (4_000 + 20_000 draws total) took 18 seconds.\n", + "The number of effective samples is smaller than 10% for some parameters.\n" + ] + } + ], + "source": [ + "with model_multinomial:\n", + " trace_multinomial = pm.sample(\n", + " draws=int(5e3), chains=4, step=pm.Metropolis(), return_inferencedata=True\n", + " )" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's ignore the warning about inefficient sampling for now." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "ExecuteTime": { + "end_time": "2021-01-25T18:01:11.092547Z", + "start_time": "2021-01-25T18:01:10.461088Z" + } + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "az.plot_trace(data=trace_multinomial, var_names=[\"frac\"]);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The trace plots look fairly good;\n", + "visually, each parameter appears to be moving around the posterior well,\n", + "although some sharp parts of the KDE plot suggests that\n", + "sampling sometimes gets stuck in one place for a few steps." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "ExecuteTime": { + "end_time": "2021-01-25T18:01:11.252668Z", + "start_time": "2021-01-25T18:01:11.095502Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
meansdhdi_3%hdi_97%mcse_meanmcse_sdess_meaness_sdess_bulkess_tailr_hatess_mean_per_sec
frac[0]0.5180.0220.4740.5560.00.02020.02015.02028.02516.01.00110.249714
frac[1]0.2990.0210.2610.3380.00.01941.01941.01938.02310.01.00105.937968
frac[2]0.1070.0140.0830.1330.00.01259.01259.01257.01729.01.0068.715045
frac[3]0.0660.0110.0460.0870.00.0767.0767.0734.01260.01.0141.862144
frac[4]0.0100.0050.0030.0190.00.0516.0516.0457.0538.01.0128.162798
\n", + "
" + ], + "text/plain": [ + " mean sd hdi_3% hdi_97% mcse_mean mcse_sd ess_mean ess_sd \\\n", + "frac[0] 0.518 0.022 0.474 0.556 0.0 0.0 2020.0 2015.0 \n", + "frac[1] 0.299 0.021 0.261 0.338 0.0 0.0 1941.0 1941.0 \n", + "frac[2] 0.107 0.014 0.083 0.133 0.0 0.0 1259.0 1259.0 \n", + "frac[3] 0.066 0.011 0.046 0.087 0.0 0.0 767.0 767.0 \n", + "frac[4] 0.010 0.005 0.003 0.019 0.0 0.0 516.0 516.0 \n", + "\n", + " ess_bulk ess_tail r_hat ess_mean_per_sec \n", + "frac[0] 2028.0 2516.0 1.00 110.249714 \n", + "frac[1] 1938.0 2310.0 1.00 105.937968 \n", + "frac[2] 1257.0 1729.0 1.00 68.715045 \n", + "frac[3] 734.0 1260.0 1.01 41.862144 \n", + "frac[4] 457.0 538.0 1.01 28.162798 " + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "summary_multinomial = az.summary(trace_multinomial, var_names=[\"frac\"])\n", + "summary_multinomial = summary_multinomial.assign(\n", + " ess_mean_per_sec=lambda x: x.ess_mean / trace_multinomial.posterior.sampling_time,\n", + ")\n", + "\n", + "summary_multinomial" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Likewise, diagnostics in the parameter summary table all look fine.\n", + "Here I've added a column estimating the effective sample size per\n", + "second of sampling.\n", + "\n", + "Nonetheless, the fact that we were unable to use NUTS is still a red flag, and we should be\n", + "very cautious in using these results." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "ExecuteTime": { + "end_time": "2021-01-25T18:01:11.556554Z", + "start_time": "2021-01-25T18:01:11.254663Z" + } + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "az.plot_forest(trace_multinomial, var_names=[\"frac\"])\n", + "for j, (y_tick, frac_j) in enumerate(zip(plt.gca().get_yticks(), reversed(true_frac))):\n", + " plt.vlines(frac_j, ymin=y_tick - 0.45, ymax=y_tick + 0.45, color=\"black\", linestyle=\"--\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Here we've drawn a forest-plot, showing the mean and 94% HDIs from our posterior approximation.\n", + "Interestingly, because we know what the underlying\n", + "frequencies are for each species (dashed lines), we can comment on the accuracy\n", + "of our inferences.\n", + "And now the issues with our model become apparent;\n", + "notice that the 94% HDIs _don't include the true values_ for\n", + "tree species 0, 2, 3.\n", + "We might have seen _one_ HDI miss, but _three_???\n", + "\n", + "...what's going on?\n", + "\n", + "Let's troubleshoot this model using a posterior-predictive check, comparing our data to simulated data conditioned on our posterior estimates." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "ExecuteTime": { + "end_time": "2021-01-25T18:01:21.826527Z", + "start_time": "2021-01-25T18:01:11.558091Z" + } + }, + "outputs": [], + "source": [ + "with model_multinomial:\n", + " ppc = pm.fast_sample_posterior_predictive(\n", + " trace=trace_multinomial,\n", + " keep_size=True,\n", + " )\n", + "\n", + "# Concatenate with InferenceData object\n", + "trace_multinomial.extend(az.from_dict(posterior_predictive=ppc))" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "ExecuteTime": { + "end_time": "2021-01-25T18:01:22.786984Z", + "start_time": "2021-01-25T18:01:21.828155Z" + } + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "cmap = plt.get_cmap(\"tab10\")\n", + "\n", + "fig, axs = plt.subplots(k, 1, sharex=True, sharey=True, figsize=(6, 8))\n", + "for j, ax in enumerate(axs):\n", + " c = cmap(j)\n", + " ax.hist(\n", + " trace_multinomial.posterior_predictive.counts[:, :, :, j].values.flatten(),\n", + " bins=np.arange(total_count),\n", + " histtype=\"step\",\n", + " color=c,\n", + " density=True,\n", + " label=\"Post.Pred.\",\n", + " )\n", + " ax.hist(\n", + " (trace_multinomial.observed_data.counts[:, j].values.flatten()),\n", + " bins=np.arange(total_count),\n", + " color=c,\n", + " density=True,\n", + " alpha=0.25,\n", + " label=\"Observed\",\n", + " )\n", + " ax.axvline(\n", + " true_frac[j] * total_count,\n", + " color=c,\n", + " lw=1.0,\n", + " alpha=0.45,\n", + " label=\"True\",\n", + " )\n", + " ax.annotate(\n", + " f\"species-{j}\",\n", + " xy=(0.96, 0.9),\n", + " xycoords=\"axes fraction\",\n", + " ha=\"right\",\n", + " va=\"top\",\n", + " color=c,\n", + " )\n", + "\n", + "axs[-1].legend(loc=\"upper center\", fontsize=10)\n", + "axs[-1].set_xlabel(\"Count\")\n", + "axs[-1].set_yticks([0, 0.5, 1.0])\n", + "axs[-1].set_ylim(0, 0.6);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Here we're plotting histograms of the predicted counts\n", + "against the observed counts for each species.\n", + "\n", + "_(Notice that the y-axis isn't full height and clips the distributions for species-4 in purple.)_\n", + "\n", + "And now we can start to see why our posterior HDI deviates from the _true_ parameters for three of five species (vertical lines).\n", + "See that for all of the species the observed counts are frequently quite far from the predictions\n", + "conditioned on the posterior distribution.\n", + "This is particularly obvious for (e.g.) species-2 where we have one observation of more than 20\n", + "trees of this species, despite the posterior predicitive mass being concentrated far below that.\n", + "\n", + "This is overdispersion at work, and a clear sign that we need to adjust our model to accomodate it.\n", + "\n", + "Posterior predictive checks are one of the best ways to diagnose model misspecification,\n", + "and this example is no different." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Dirichlet-Multinomial Model - Explicit Mixture" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's go ahead and model our data using the DM distribution.\n", + "\n", + "For this model we'll keep the same prior on the expected frequencies of each\n", + "species, $\\mathrm{frac}$.\n", + "We'll also add a strictly positive parameter, $\\mathrm{conc}$, for the concentration.\n", + "\n", + "In this iteration of our model we'll explicitly include the latent multinomial\n", + "probability, $p_i$, modeling the $\\mathrm{true\\_p}_i$ from our simulations (which we would not\n", + "observe in the real world)." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "ExecuteTime": { + "end_time": "2021-01-25T18:01:26.125500Z", + "start_time": "2021-01-25T18:01:22.788748Z" + } + }, + "outputs": [ + { + "data": { + "image/svg+xml": [ + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "%3\n", + "\n", + "\n", + "cluster5\n", + "\n", + "5\n", + "\n", + "\n", + "cluster10 x 5\n", + "\n", + "10 x 5\n", + "\n", + "\n", + "\n", + "frac\n", + "\n", + "frac\n", + "~\n", + "Dirichlet\n", + "\n", + "\n", + "\n", + "p\n", + "\n", + "p\n", + "~\n", + "Dirichlet\n", + "\n", + "\n", + "\n", + "frac->p\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "conc\n", + "\n", + "conc\n", + "~\n", + "Lognormal\n", + "\n", + "\n", + "\n", + "conc->p\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "counts\n", + "\n", + "counts\n", + "~\n", + "Multinomial\n", + "\n", + "\n", + "\n", + "p->counts\n", + "\n", + "\n", + "\n", + "\n", + "\n" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "with pm.Model() as model_dm_explicit:\n", + " frac = pm.Dirichlet(\"frac\", a=np.ones(k))\n", + " conc = pm.Lognormal(\"conc\", mu=1, sigma=1)\n", + " p = pm.Dirichlet(\"p\", a=frac * conc, shape=(n, k))\n", + " counts = pm.Multinomial(\"counts\", n=total_count, p=p, shape=(n, k), observed=observed_counts)\n", + "\n", + "pm.model_to_graphviz(model_dm_explicit)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "ExecuteTime": { + "end_time": "2021-01-23T00:26:07.224052Z", + "start_time": "2021-01-23T00:25:28.046396Z" + } + }, + "source": [ + "Compare this diagram to the first.\n", + "Here the latent, Dirichlet distributed $p$ separates the multinomial from the expected frequencies, $\\mathrm{frac}$,\n", + "accounting for overdispersion of counts relative to the simple multinomial model." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "ExecuteTime": { + "end_time": "2021-01-25T18:04:45.280081Z", + "start_time": "2021-01-25T18:01:26.144038Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Auto-assigning NUTS sampler...\n", + "Initializing NUTS using jitter+adapt_diag...\n", + "Multiprocess sampling (4 chains in 2 jobs)\n", + "NUTS: [p, conc, frac]\n" + ] + }, + { + "data": { + "text/html": [ + "\n", + "
\n", + " \n", + " \n", + " 100.00% [8000/8000 02:47<00:00 Sampling 4 chains, 11 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 182 seconds.\n", + "There were 3 divergences after tuning. Increase `target_accept` or reparameterize.\n", + "There was 1 divergence after tuning. Increase `target_accept` or reparameterize.\n", + "There were 7 divergences after tuning. Increase `target_accept` or reparameterize.\n", + "The acceptance probability does not match the target. It is 0.9041835811665464, but should be close to 0.8. Try to increase the number of tuning steps.\n", + "The estimated number of effective samples is smaller than 200 for some parameters.\n" + ] + } + ], + "source": [ + "with model_dm_explicit:\n", + " trace_dm_explicit = pm.sample(chains=4, return_inferencedata=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We got a warning, although we'll ignore it for now.\n", + "More interesting is how much longer it took to sample this model than the\n", + "first.\n", + "This may be because our model has an additional ~$(n \\times k)$ parameters,\n", + "but it seems like there are other geometric challenges for NUTS as well.\n", + "\n", + "We'll see if we can fix these in the next model, but for now let's take a look at the traces." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "ExecuteTime": { + "end_time": "2021-01-25T18:04:46.373078Z", + "start_time": "2021-01-25T18:04:45.282240Z" + } + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "az.plot_trace(data=trace_dm_explicit, var_names=[\"frac\", \"conc\"]);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Obviously some sampling issues, but it's hard to see where divergences are occurring." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "ExecuteTime": { + "end_time": "2021-01-25T18:04:46.716191Z", + "start_time": "2021-01-25T18:04:46.388521Z" + } + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "az.plot_forest(trace_dm_explicit, var_names=[\"frac\"])\n", + "for j, (y_tick, frac_j) in enumerate(zip(plt.gca().get_yticks(), reversed(true_frac))):\n", + " plt.vlines(frac_j, ymin=y_tick - 0.45, ymax=y_tick + 0.45, color=\"black\", linestyle=\"--\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "On the other hand, since we know the ground-truth for $\\mathrm{frac}$,\n", + "we can congratulate ourselves that\n", + "the HDIs include the true values for all of our species!\n", + "\n", + "Modeling this mixture has made our inferences robust to the overdispersion of counts,\n", + "while the plain multinomial is very sensitive.\n", + "Notice that the HDI is much wider than before for each $\\mathrm{frac}_i$.\n", + "In this case that makes the difference between correct and incorrect inferences." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "ExecuteTime": { + "end_time": "2021-01-25T18:04:47.203336Z", + "start_time": "2021-01-25T18:04:46.718860Z" + }, + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
meansdhdi_3%hdi_97%mcse_meanmcse_sdess_meaness_sdess_bulkess_tailr_hatess_mean_per_sec
frac[0]0.4990.0630.3780.6130.0010.0014058.04058.04115.02871.01.0022.319671
frac[1]0.2800.0530.1830.3790.0010.0014549.04549.04506.02604.01.0025.020252
frac[2]0.1170.0340.0570.1820.0010.0003236.03236.03184.02919.01.0017.798535
frac[3]0.0890.0300.0380.1440.0010.0002721.02721.02605.02643.01.0014.965950
frac[4]0.0150.0110.0010.0360.0010.001163.0163.0112.0120.01.030.896527
conc6.1432.0312.7399.9100.0470.0331857.01857.01799.02662.01.0010.213807
\n", + "
" + ], + "text/plain": [ + " mean sd hdi_3% hdi_97% mcse_mean mcse_sd ess_mean ess_sd \\\n", + "frac[0] 0.499 0.063 0.378 0.613 0.001 0.001 4058.0 4058.0 \n", + "frac[1] 0.280 0.053 0.183 0.379 0.001 0.001 4549.0 4549.0 \n", + "frac[2] 0.117 0.034 0.057 0.182 0.001 0.000 3236.0 3236.0 \n", + "frac[3] 0.089 0.030 0.038 0.144 0.001 0.000 2721.0 2721.0 \n", + "frac[4] 0.015 0.011 0.001 0.036 0.001 0.001 163.0 163.0 \n", + "conc 6.143 2.031 2.739 9.910 0.047 0.033 1857.0 1857.0 \n", + "\n", + " ess_bulk ess_tail r_hat ess_mean_per_sec \n", + "frac[0] 4115.0 2871.0 1.00 22.319671 \n", + "frac[1] 4506.0 2604.0 1.00 25.020252 \n", + "frac[2] 3184.0 2919.0 1.00 17.798535 \n", + "frac[3] 2605.0 2643.0 1.00 14.965950 \n", + "frac[4] 112.0 120.0 1.03 0.896527 \n", + "conc 1799.0 2662.0 1.00 10.213807 " + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "summary_dm_explicit = az.summary(trace_dm_explicit, var_names=[\"frac\", \"conc\"])\n", + "summary_dm_explicit = summary_dm_explicit.assign(\n", + " ess_mean_per_sec=lambda x: x.ess_mean / trace_dm_explicit.posterior.sampling_time,\n", + ")\n", + "\n", + "summary_dm_explicit" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This is great, but _we can do better_.\n", + "The larger $\\hat{R}$ value for $\\mathrm{frac}_4$ is mildly concerning, and it's surprising\n", + "that our $\\mathrm{ESS} \\; \\mathrm{sec}^{-1}$ is relatively small." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Dirichlet-Multinomial Model - Marginalized" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Happily, the Dirichlet distribution is conjugate to the multinomial\n", + "and therefore there's a convenient, closed-form for the marginalized\n", + "distribution, i.e. the Dirichlet-multinomial distribution, which was added to PyMC3 in [3.11.0](https://github.com/pymc-devs/pymc3/releases/tag/v3.11.0).\n", + "\n", + "Let's take advantage of this, marginalizing out the explicit latent parameter, $p_i$,\n", + "replacing the combination of this node and the multinomial\n", + "with the DM to make an equivalent model." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "ExecuteTime": { + "end_time": "2021-01-25T18:04:48.312788Z", + "start_time": "2021-01-25T18:04:47.230311Z" + } + }, + "outputs": [ + { + "data": { + "image/svg+xml": [ + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "%3\n", + "\n", + "\n", + "cluster5\n", + "\n", + "5\n", + "\n", + "\n", + "cluster10 x 5\n", + "\n", + "10 x 5\n", + "\n", + "\n", + "\n", + "frac\n", + "\n", + "frac\n", + "~\n", + "Dirichlet\n", + "\n", + "\n", + "\n", + "counts\n", + "\n", + "counts\n", + "~\n", + "DirichletMultinomial\n", + "\n", + "\n", + "\n", + "frac->counts\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "conc\n", + "\n", + "conc\n", + "~\n", + "Lognormal\n", + "\n", + "\n", + "\n", + "conc->counts\n", + "\n", + "\n", + "\n", + "\n", + "\n" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "with pm.Model() as model_dm_marginalized:\n", + " frac = pm.Dirichlet(\"frac\", a=np.ones(k))\n", + " conc = pm.Lognormal(\"conc\", mu=1, sigma=1)\n", + " counts = pm.DirichletMultinomial(\n", + " \"counts\", n=total_count, a=frac * conc, shape=(n, k), observed=observed_counts\n", + " )\n", + "\n", + "pm.model_to_graphviz(model_dm_marginalized)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "ExecuteTime": { + "end_time": "2021-01-22T23:27:10.619459Z", + "start_time": "2021-01-22T23:27:10.508488Z" + } + }, + "source": [ + "The plate diagram shows that we've collapsed what had been the latent Dirichlet and the multinomial\n", + "nodes together into a single DM node." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "ExecuteTime": { + "end_time": "2021-01-25T18:05:28.426056Z", + "start_time": "2021-01-25T18:04:48.315555Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Auto-assigning NUTS sampler...\n", + "Initializing NUTS using jitter+adapt_diag...\n", + "Multiprocess sampling (4 chains in 2 jobs)\n", + "NUTS: [conc, frac]\n" + ] + }, + { + "data": { + "text/html": [ + "\n", + "
\n", + " \n", + " \n", + " 100.00% [8000/8000 00:17<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 34 seconds.\n" + ] + } + ], + "source": [ + "with model_dm_marginalized:\n", + " trace_dm_marginalized = pm.sample(chains=4, return_inferencedata=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "It samples much more quickly and without any of the warnings from before!" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "ExecuteTime": { + "end_time": "2021-01-25T18:05:29.376568Z", + "start_time": "2021-01-25T18:05:28.428858Z" + } + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "az.plot_trace(data=trace_dm_marginalized, var_names=[\"frac\", \"conc\"]);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Trace plots look fuzzy and KDEs are clean." + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "ExecuteTime": { + "end_time": "2021-01-25T18:05:29.453552Z", + "start_time": "2021-01-25T18:05:29.378157Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
meansdhdi_3%hdi_97%mcse_meanmcse_sdess_meaness_sdess_bulkess_tailr_hatess_mean_per_sec
frac[0]0.5000.0630.3880.6210.0010.0014543.04543.04609.02932.01.0133.853339
frac[1]0.2820.0540.1770.3810.0010.0016048.05875.06022.02937.01.0178.196124
frac[2]0.1160.0350.0570.1830.0010.0004317.04275.04229.03243.01.0127.194555
frac[3]0.0870.0290.0350.1430.0010.0002897.02897.02791.02580.01.085.356179
frac[4]0.0150.0110.0000.0340.0000.0003064.02898.02685.02072.01.090.276608
conc6.2132.0322.6929.8120.0370.0273017.02866.03063.03303.01.088.891817
\n", + "
" + ], + "text/plain": [ + " mean sd hdi_3% hdi_97% mcse_mean mcse_sd ess_mean ess_sd \\\n", + "frac[0] 0.500 0.063 0.388 0.621 0.001 0.001 4543.0 4543.0 \n", + "frac[1] 0.282 0.054 0.177 0.381 0.001 0.001 6048.0 5875.0 \n", + "frac[2] 0.116 0.035 0.057 0.183 0.001 0.000 4317.0 4275.0 \n", + "frac[3] 0.087 0.029 0.035 0.143 0.001 0.000 2897.0 2897.0 \n", + "frac[4] 0.015 0.011 0.000 0.034 0.000 0.000 3064.0 2898.0 \n", + "conc 6.213 2.032 2.692 9.812 0.037 0.027 3017.0 2866.0 \n", + "\n", + " ess_bulk ess_tail r_hat ess_mean_per_sec \n", + "frac[0] 4609.0 2932.0 1.0 133.853339 \n", + "frac[1] 6022.0 2937.0 1.0 178.196124 \n", + "frac[2] 4229.0 3243.0 1.0 127.194555 \n", + "frac[3] 2791.0 2580.0 1.0 85.356179 \n", + "frac[4] 2685.0 2072.0 1.0 90.276608 \n", + "conc 3063.0 3303.0 1.0 88.891817 " + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "summary_dm_marginalized = az.summary(trace_dm_marginalized, var_names=[\"frac\", \"conc\"])\n", + "summary_dm_marginalized = summary_dm_marginalized.assign(\n", + " ess_mean_per_sec=lambda x: x.ess_mean / trace_dm_marginalized.posterior.sampling_time,\n", + ")\n", + "assert all(summary_dm_marginalized.r_hat < 1.03)\n", + "\n", + "summary_dm_marginalized" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We see that $\\hat{R}$ is close to $1$ everywhere\n", + "and $\\mathrm{ESS} \\; \\mathrm{sec}^{-1}$ is much higher.\n", + "Our reparameterization (marginalization) has greatly improved the sampling!\n", + "(And, thankfully, the HDIs look similar to the other model.)\n", + "\n", + "This all looks very good, but what if we didn't have the ground-truth?\n", + "\n", + "Posterior predictive checks to the rescue (again)!" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "ExecuteTime": { + "end_time": "2021-01-25T18:05:31.487411Z", + "start_time": "2021-01-25T18:05:29.455091Z" + } + }, + "outputs": [], + "source": [ + "with model_dm_marginalized:\n", + " ppc = pm.fast_sample_posterior_predictive(trace_dm_marginalized, keep_size=True)\n", + "\n", + "# Concatenate with InferenceData object\n", + "trace_dm_marginalized.extend(az.from_dict(posterior_predictive=ppc))" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "ExecuteTime": { + "end_time": "2021-01-25T18:05:33.684720Z", + "start_time": "2021-01-25T18:05:31.489425Z" + } + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "cmap = plt.get_cmap(\"tab10\")\n", + "\n", + "fig, axs = plt.subplots(k, 2, sharex=True, sharey=True, figsize=(8, 8))\n", + "for j, row in enumerate(axs):\n", + " c = cmap(j)\n", + " for _trace, ax in zip([trace_dm_marginalized, trace_multinomial], row):\n", + " ax.hist(\n", + " _trace.posterior_predictive.counts[:, :, :, j].values.flatten(),\n", + " bins=np.arange(total_count),\n", + " histtype=\"step\",\n", + " color=c,\n", + " density=True,\n", + " label=\"Post.Pred.\",\n", + " )\n", + " ax.hist(\n", + " (_trace.observed_data.counts[:, j].values.flatten()),\n", + " bins=np.arange(total_count),\n", + " color=c,\n", + " density=True,\n", + " alpha=0.25,\n", + " label=\"Observed\",\n", + " )\n", + " ax.axvline(\n", + " true_frac[j] * total_count,\n", + " color=c,\n", + " lw=1.0,\n", + " alpha=0.45,\n", + " label=\"True\",\n", + " )\n", + " row[1].annotate(\n", + " f\"species-{j}\",\n", + " xy=(0.96, 0.9),\n", + " xycoords=\"axes fraction\",\n", + " ha=\"right\",\n", + " va=\"top\",\n", + " color=c,\n", + " )\n", + "\n", + "axs[-1, -1].legend(loc=\"upper center\", fontsize=10)\n", + "axs[0, 1].set_title(\"Multinomial\")\n", + "axs[0, 0].set_title(\"Dirichlet-multinomial\")\n", + "axs[-1, 0].set_xlabel(\"Count\")\n", + "axs[-1, 1].set_xlabel(\"Count\")\n", + "axs[-1, 0].set_yticks([0, 0.5, 1.0])\n", + "axs[-1, 0].set_ylim(0, 0.6)\n", + "ax.set_ylim(0, 0.6);" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "ExecuteTime": { + "end_time": "2021-01-16T23:47:57.798973Z", + "start_time": "2021-01-16T23:47:57.655530Z" + } + }, + "source": [ + "_(Notice, again, that the y-axis isn't full height, and clips the distributions for species-4 in purple.)_\n", + "\n", + "Compared to the multinomial (plots on the right), PPCs for the DM (left) show that the observed data is\n", + "an entirely reasonable realization of our model.\n", + "This is great news!" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Model Comparison" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's go a step further and try to put a number on how much better our DM model is\n", + "relative to the raw multinomial.\n", + "We'll use leave-one-out cross validation to compare the\n", + "out-of-sample predictive ability of the two." + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "ExecuteTime": { + "end_time": "2021-01-25T18:05:33.901820Z", + "start_time": "2021-01-25T18:05:33.738673Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/byronsmith/anaconda3/envs/pymc3-dev/lib/python3.9/site-packages/arviz/stats/stats.py:146: UserWarning: The default method used to estimate the weights for each model,has changed from BB-pseudo-BMA to stacking\n", + " warnings.warn(\n", + "/Users/byronsmith/anaconda3/envs/pymc3-dev/lib/python3.9/site-packages/arviz/stats/stats.py:913: RuntimeWarning: overflow encountered in exp\n", + " weights = 1 / np.exp(len_scale - len_scale[:, None]).sum(axis=1)\n", + "/Users/byronsmith/anaconda3/envs/pymc3-dev/lib/python3.9/site-packages/arviz/stats/stats.py:692: UserWarning: Estimated shape parameter of Pareto distribution is greater than 0.7 for one or more samples. You should consider using a more robust model, this is because importance sampling is less likely to work well if the marginal posterior and LOO posterior are very different. This is more likely to happen with a non-robust model and highly influential observations.\n", + " warnings.warn(\n" + ] + }, + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
rankloop_lood_looweightsedsewarningloo_scale
dirichlet_multinomial0-96.3826394.3223240.0000001.05.8610860.000000Falselog
multinomial1-161.54359424.43198665.1609550.022.33627118.207668Truelog
\n", + "
" + ], + "text/plain": [ + " rank loo p_loo d_loo weight \\\n", + "dirichlet_multinomial 0 -96.382639 4.322324 0.000000 1.0 \n", + "multinomial 1 -161.543594 24.431986 65.160955 0.0 \n", + "\n", + " se dse warning loo_scale \n", + "dirichlet_multinomial 5.861086 0.000000 False log \n", + "multinomial 22.336271 18.207668 True log " + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "az.compare(\n", + " {\"multinomial\": trace_multinomial, \"dirichlet_multinomial\": trace_dm_marginalized}, ic=\"loo\"\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Unsurprisingly, the DM outclasses the multinomial by a mile, assigning a weight of nearly\n", + "100% to the over-dispersed model.\n", + "We can conclude that between the two, the DM should be greatly favored for prediction,\n", + "parameter inference, etc." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Conclusions\n", + "\n", + "Obviously the DM is not a perfect model in every case, but it is often a better choice than the multinomial, much more robust while taking on just one additional parameter.\n", + "\n", + "There are a number of shortcomings to the DM that we should keep in mind when selecting a model.\n", + "The biggest problem is that, while more flexible than the multinomial, the DM\n", + "still ignores the possibility of underlying correlations between categories.\n", + "If one of our tree species relies on another, for instance, the model we've used here\n", + "will not effectively account for this.\n", + "In that case, swapping the vanilla Dirichlet distribution for something fancier (e.g. the [Generalized Dirichlet](https://en.wikipedia.org/wiki/Generalized_Dirichlet_distribution) or [Logistic-Multivariate Normal](https://en.wikipedia.org/wiki/Logit-normal_distribution#Multivariate_generalization)) may be worth considering." + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "ExecuteTime": { + "end_time": "2021-01-25T18:05:33.955783Z", + "start_time": "2021-01-25T18:05:33.904842Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Last updated: Mon Jan 25 2021\n", + "\n", + "Python implementation: CPython\n", + "Python version : 3.9.1\n", + "IPython version : 7.19.0\n", + "\n", + "scipy : 1.6.0\n", + "seaborn : 0.11.1\n", + "pymc3 : 3.10.0\n", + "json : 2.0.9\n", + "numpy : 1.19.4\n", + "matplotlib: 3.3.3\n", + "arviz : 0.11.0\n", + "\n", + "Watermark: 2.1.0\n", + "\n" + ] + } + ], + "source": [ + "%load_ext watermark\n", + "%watermark -n -u -v -iv -w" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.9.1" + }, + "toc": { + "base_numbering": 1, + "nav_menu": {}, + "number_sections": true, + "sideBar": true, + "skip_h1_title": false, + "title_cell": "Table of Contents", + "title_sidebar": "Contents", + "toc_cell": false, + "toc_position": {}, + "toc_section_display": true, + "toc_window_display": false + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/examples/table_of_contents_examples.js b/examples/table_of_contents_examples.js index 71fa61fb4..a3c0f54b8 100644 --- a/examples/table_of_contents_examples.js +++ b/examples/table_of_contents_examples.js @@ -39,6 +39,7 @@ Gallery.contents = { "variational_inference/gaussian-mixture-model-advi": "Mixture Models", "mixture_models/gaussian_mixture_model": "Mixture Models", "mixture_models/marginalized_gaussian_mixture_model": "Mixture Models", + "mixture_models/dirichlet_mixture_of_multinomials": "Mixture Models", "samplers/SMC2_gaussians": "Simulation-based Inference", "samplers/SMC-ABC_Lotka-Volterra_example": "Simulation-based Inference", "survival_analysis/bayes_param_survival_pymc3": "Survival Analysis",