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Bayesian Factor Analysis Regression in Python with PyMC3
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{ | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"id": "349be213", | |
"metadata": {}, | |
"source": [ | |
"---\n", | |
"title: Bayesian Factor Analysis Regression in Python with PyMC3\n", | |
"tags: PyMC3, Bayesian, Python\n", | |
"---" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "c9083002", | |
"metadata": {}, | |
"source": [ | |
"Wikipedia defines [factor analysis](https://en.wikipedia.org/wiki/Factor_analysis) as\n", | |
"\n", | |
"> a statistical method used to describe variability among observed, correlated variables in terms of a potentially lower number of unobserved variables called factors.\n", | |
"\n", | |
"Factor analysis is used frequently in fields such as psychometrics, political science, and many others to identify latent (unmeasurable) traits that influence the observable behavior of people and systems.\n", | |
"\n", | |
"Mathematically, [_Machine Learning: A Probabilistic Perspective_](https://probml.github.io/pml-book/book0.html) (my favorite ML reference) describes factor analysis as \"a low rank parametrization of [a multivariate normal distribution]\" and as \"a way of specifying a joint density model on [the vector] $\\mathbf{x}$\" using a small number of parameters.\n", | |
"\n", | |
"This post will show how to add a richer covariance structure to the analysis of a simulated multivariate regression problem using factor analysis in Python with PyMC3. As we will see, specifying this model is somewhat tricky due to [identifiability](https://en.wikipedia.org/wiki/Identifiability) issues with naive model specifications." | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "45b6660f", | |
"metadata": {}, | |
"source": [ | |
"## Simulated data\n", | |
"\n", | |
"We begin by simulating the data that we will subsequently analyze. First we make the necessary python imports and do some light housekeeping." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"id": "39ae7016", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"%matplotlib inline" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"id": "06be0bbe", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"from warnings import filterwarnings" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"id": "376f6b39", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"You are running the v4 development version of PyMC3 which currently still lacks key features. You probably want to use the stable v3 instead which you can either install via conda or find on the v3 GitHub branch: https://github.com/pymc-devs/pymc3/tree/v3\n" | |
] | |
} | |
], | |
"source": [ | |
"from aesara import tensor as at\n", | |
"import arviz as az\n", | |
"from matplotlib import pyplot as plt\n", | |
"import numpy as np\n", | |
"import pymc3 as pm\n", | |
"import seaborn as sns" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"id": "49fd4f39", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"filterwarnings('ignore', category=RuntimeWarning, module='arviz')\n", | |
"filterwarnings('ignore', category=UserWarning, module='arviz')\n", | |
"filterwarnings('ignore', category=UserWarning, module='pandas')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"id": "83e0745a", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"plt.rcParams['figure.figsize'] = (8, 6)\n", | |
"sns.set(color_codes=True)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "087c4244", | |
"metadata": {}, | |
"source": [ | |
"The observed predictors, $\\mathbf{x}_i$, will be $5$-dimensional vectors with entries drawn i.i.d. from the standard normal distribution. We generate 100 such vectors." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"id": "145542df", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"SEED = 123456789 # for reproducibility\n", | |
"\n", | |
"rng = np.random.default_rng(SEED)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 7, | |
"id": "a1399e8f", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"N = 100\n", | |
"K = 5" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 8, | |
"id": "5b34d86a", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"X = rng.normal(size=(N, K))" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "3a4c3895", | |
"metadata": {}, | |
"source": [ | |
"The observed targets, $\\mathbf{y}_i$, will be 10-dimensional vectors.\n", | |
"\n", | |
"The constant term for this model, $B_0$, is therefore a random vector in $\\mathbb{R}^{10}$ whose entries are i.i.d. drawn from the uniform distribution on $[-3, 3]$." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 9, | |
"id": "35dafe7a", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"M = 10" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 10, | |
"id": "75b63287", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"B0 = rng.uniform(-3., 3., size=M)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "0e248faf", | |
"metadata": {}, | |
"source": [ | |
"The component slopes form a $10 \\times 5$ dimensional matrix. We generate a somewhat sparse matrix that has only (approximately) 50% of entries nonzero. These entries are also i.i.d. from the uniform distribution on $[-3, 3]$." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 11, | |
"id": "814c090c", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"B = np.zeros((M, K))\n", | |
"P_nonzero = 0.5\n", | |
"\n", | |
"is_nonzero = np.random.binomial(1, P_nonzero, size=(M, K)) == 1\n", | |
"B[is_nonzero] = rng.uniform(-3., 3., size=is_nonzero.sum())" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "1268be16", | |
"metadata": {}, | |
"source": [ | |
"The observations before noise are\n", | |
"\n", | |
"$$\\mathbf{y}_i^{\\text{noiseless}} = B_0 + B\\ \\mathbf{x}_i.$$" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 12, | |
"id": "e366bd3c", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"Y_noiseless = B0 + X.dot(B.T)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "ea982309", | |
"metadata": {}, | |
"source": [ | |
"So far this is a fairly standard simulation from a linear regression model. Things start to get more interesting when we introduce a non-diagonal correlation structure to the noise using latent factors. The noise added to the $j$-th component of the $i$-th sample is\n", | |
"\n", | |
"$$\\varepsilon_{i, j} = \\mathbf{w}_j \\cdot \\mathbf{z}_i + \\sigma_{i, j}$$\n", | |
"\n", | |
"where $\\mathbf{w}_1, \\cdots \\mathbf{w}_{10}$, and $\\mathbf{z}_1, \\ldots, \\mathbf{z}_{100}$ are vectors in $\\mathbb{R}^2$ whose entries are drawn i.i.d. from a standard normal distribution. Here two is the number of latent factors that govern the covariance structure. The uncorrelated noise is drawn i.i.d. from a normal distribution with variance $(0.25)^2$." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 13, | |
"id": "8a2f6a3f", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"F = 2\n", | |
"\n", | |
"S_SCALE = 1." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 14, | |
"id": "4a77eba8", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"W = rng.normal(size=(M, F))\n", | |
"Z = rng.normal(size=(N, F))\n", | |
"\n", | |
"S = rng.normal(scale=S_SCALE, size=(N, M))" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "64c82ec6", | |
"metadata": {}, | |
"source": [ | |
"We now add this noise to our noiseless \"data\" to produce the actual observations." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 15, | |
"id": "4e305edb", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"Y = Y_noiseless + Z.dot(W.T) + S" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "e31a0a2b", | |
"metadata": {}, | |
"source": [ | |
"Plotting the components of $\\mathbf{x}_i$ against those of $\\mathbf{y}_i$, we see (somewhat) sparse linear patterns emerge." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 16, | |
"id": "1ffda6cc", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
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\n", | |
"text/plain": [ | |
"<Figure size 1440x864 with 50 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"fig, axes = plt.subplots(nrows=M, ncols=K,\n", | |
" sharex=True, sharey=True,\n", | |
" figsize=(20, 12))\n", | |
"\n", | |
"for j, row_axes in enumerate(axes):\n", | |
" for i, ax in enumerate(row_axes):\n", | |
" ax.scatter(X[:, i], Y[:, j], alpha=0.5);\n", | |
"\n", | |
" ax.set_xlabel(f\"$x_{{{i + 1}}}$\");\n", | |
" ax.set_ylabel(f\"$y_{{{j + 1}}}$\");\n", | |
"\n", | |
"fig.tight_layout();" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "559b7ac4", | |
"metadata": {}, | |
"source": [ | |
"## Modeling\n", | |
"\n", | |
"We now begin building a series of models of this data using PyMC3." | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "3183ba8e", | |
"metadata": {}, | |
"source": [ | |
"### No latent factors\n", | |
"\n", | |
"We start with a simple multivariate regression model that assumes diagonal covariance to see the impact of ignoring the latent factors on our model.\n", | |
"\n", | |
"We place i.i.d. $N(0, 5^2)$ priors on the components of the intercepts ($\\beta_0$) and the slopes ($\\beta$)." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 17, | |
"id": "fa1a107d", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"with pm.Model() as multi_model:\n", | |
" β0 = pm.Normal(\"β0\", 0., 5., shape=M)\n", | |
" β = pm.Normal(\"β\", 0., 5., shape=(M, K))" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "fe379f70", | |
"metadata": {}, | |
"source": [ | |
"The noise scale gets the prior $\\sigma \\sim \\text{Half}-N(2.5^2)$." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 18, | |
"id": "614da6e3", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"with multi_model:\n", | |
" σ = pm.HalfNormal(\"σ\", 2.5)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "6416e625", | |
"metadata": {}, | |
"source": [ | |
"We now specify the likelihood of the observed data given the covariates." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 19, | |
"id": "001379e2", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"with multi_model:\n", | |
" μ = β0 + at.dot(X, β.T)\n", | |
" obs = pm.Normal(\"obs\", μ, σ, observed=Y)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "02a8bcab", | |
"metadata": {}, | |
"source": [ | |
"We now sample from the posterior distribution of these parameters." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 20, | |
"id": "a5414722", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"CORES = 4\n", | |
"\n", | |
"SAMPLE_KWARGS = {\n", | |
" 'cores': CORES,\n", | |
" 'init': 'adapt_diag',\n", | |
" 'random_seed': [SEED + i for i in range(CORES)],\n", | |
" 'return_inferencedata': True\n", | |
"}" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 21, | |
"id": "881f0c40", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"Auto-assigning NUTS sampler...\n", | |
"Initializing NUTS using adapt_diag...\n", | |
"Multiprocess sampling (4 chains in 4 jobs)\n", | |
"NUTS: [β0, β, σ]\n" | |
] | |
}, | |
{ | |
"data": { | |
"text/html": [ | |
"\n", | |
" <div>\n", | |
" <style>\n", | |
" /* Turns off some styling */\n", | |
" progress {\n", | |
" /* gets rid of default border in Firefox and Opera. */\n", | |
" border: none;\n", | |
" /* Needs to be in here for Safari polyfill so background images work as expected. */\n", | |
" background-size: auto;\n", | |
" }\n", | |
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n", | |
" background: #F44336;\n", | |
" }\n", | |
" </style>\n", | |
" <progress value='8000' class='' max='8000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n", | |
" 100.00% [8000/8000 00:50<00:00 Sampling 4 chains, 0 divergences]\n", | |
" </div>\n", | |
" " | |
], | |
"text/plain": [ | |
"<IPython.core.display.HTML object>" | |
] | |
}, | |
"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 56 seconds.\n" | |
] | |
} | |
], | |
"source": [ | |
"with multi_model:\n", | |
" multi_trace = pm.sample(**SAMPLE_KWARGS)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "29219680", | |
"metadata": {}, | |
"source": [ | |
"Standard sampling diagnostics (energy plots, BFMI, and $\\hat{R}$) show no cause for concern." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 22, | |
"id": "62a1a144", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"def make_diagnostic_plots(trace, axes=None,\n", | |
" min_mult=0.995, max_mult=1.005,\n", | |
" var_names=None):\n", | |
" if axes is None:\n", | |
" fig, axes = plt.subplots(ncols=2,\n", | |
" sharex=False, sharey=False,\n", | |
" figsize=(16, 6))\n", | |
" \n", | |
" az.plot_energy(trace, ax=axes[0])\n", | |
" \n", | |
" \n", | |
" rhat = az.rhat(trace, var_names=var_names).max()\n", | |
" axes[1].barh(np.arange(len(rhat.variables)), rhat.to_array(),\n", | |
" tick_label=list(rhat.variables.keys()))\n", | |
" axes[1].axvline(1, c='k', ls='--')\n", | |
"\n", | |
" axes[1].set_xlim(\n", | |
" min_mult * min(rhat.min().to_array().min(), 1),\n", | |
" max_mult * max(rhat.max().to_array().max(), 1)\n", | |
" )\n", | |
" axes[1].set_xlabel(r\"$\\hat{R}$\")\n", | |
"\n", | |
" axes[1].set_ylabel(\"Variable\")\n", | |
" \n", | |
" return fig, axes" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 23, | |
"id": "bf8e7916", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
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\n", | |
"text/plain": [ | |
"<Figure size 1152x432 with 2 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"make_diagnostic_plots(multi_trace);" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "0e8bd609", | |
"metadata": {}, | |
"source": [ | |
"The following plot shows excellent agreement between the actual and estimated values of the intercepts." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 24, | |
"id": "a63e6687", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x576 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"ax, = az.plot_forest(multi_trace, var_names=\"β0\", hdi_prob=0.95)\n", | |
"\n", | |
"ax.scatter([], [],\n", | |
" facecolors='none', edgecolors='C0',\n", | |
" label=\"Posterior expected value\");\n", | |
"ax.scatter(B0, ax.get_yticks()[::-1],\n", | |
" c='k', zorder=5,\n", | |
" label=\"Actual\");\n", | |
"\n", | |
"ax.set_yticklabels([]);\n", | |
"ax.set_ylabel(r\"$\\beta_0$\");\n", | |
"\n", | |
"ax.legend(loc=\"upper left\");" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "77ce7857", | |
"metadata": {}, | |
"source": [ | |
"There is similarly excellent agreement for the component coefficients." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 25, | |
"id": "7e599bbc", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x576 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"ax, = az.plot_forest(multi_trace, var_names=\"β\",\n", | |
" coords={\"β_dim_1\": 0},\n", | |
" hdi_prob=0.95)\n", | |
"\n", | |
"ax.scatter([], [],\n", | |
" facecolors='none', edgecolors='C0',\n", | |
" label=\"Posterior expected value\");\n", | |
"ax.scatter(B[:, 0], ax.get_yticks()[::-1],\n", | |
" c='k', zorder=5,\n", | |
" label=\"Actual\");\n", | |
"\n", | |
"ax.set_yticklabels([]);\n", | |
"ax.set_ylabel(r\"$\\beta_{i, 0}$\");\n", | |
"\n", | |
"ax.legend(loc=\"upper left\");" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "4eab9267", | |
"metadata": {}, | |
"source": [ | |
"Note that here we have only plotted the posterior distributions for the first column of $\\beta$. The results are similar for the other columns." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 26, | |
"id": "034d06bc", | |
"metadata": { | |
"scrolled": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 576x432 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"az.plot_posterior(multi_trace, var_names=\"σ\", ref_val=S_SCALE);" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "1b3736ac", | |
"metadata": {}, | |
"source": [ | |
"As we can see, the posterior estimate of $\\sigma$ is much higher than the true uncorrelated noise scale of one. This is due to the fact that we have not modeled the correlated noise induced by the latent factors. Indeed, since\n", | |
"\n", | |
"$$\\varepsilon_{i, j} = \\mathbf{w}_j \\cdot \\mathbf{z}_i + \\sigma_{i, j},$$\n", | |
"\n", | |
"we get\n", | |
"\n", | |
"$$\n", | |
"\\begin{align*}\n", | |
" \\operatorname{Var}(\\varepsilon_{i, j})\n", | |
" & = \\operatorname{Var}(\\mathbf{w}_j \\cdot \\mathbf{z}_i + \\sigma_{i, j}) \\\\\n", | |
" & = 2 \\operatorname{Var}(w_{i, j}) \\cdot \\operatorname{Var}(z_{i, j}) + 1^2 \\\\\n", | |
" & = 3,\n", | |
"\\end{align*}\n", | |
"$$\n", | |
"\n", | |
"since $w_{i, j}$ and $z_{i, j}$ are independent standard normal variables, which are also independent of $\\sigma_{i, j}$. Not accounting for the variation induced by the $\\mathbf{w}_j \\cdot \\mathbf{z}_i$ term in this model has caused the estimate of the scale of $\\sigma$ to be inflated." | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "172e01f7", | |
"metadata": {}, | |
"source": [ | |
"### With latent factors\n", | |
"\n", | |
"We now add latent factors to our model, starting with the most straightforward parametrization. The priors on $\\beta_0$, $\\beta$, and $\\sigma$ are the same as for the previous model." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 27, | |
"id": "fed3a21b", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"with pm.Model() as factor_model:\n", | |
" β0 = pm.Normal(\"β0\", 0., 5., shape=M)\n", | |
" β = pm.Normal(\"β\", 0., 5., shape=(M, K))\n", | |
" μ = β0 + at.dot(X, β.T)\n", | |
" \n", | |
" σ = pm.HalfNormal(\"σ\", 2.5)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "4f4831fd", | |
"metadata": {}, | |
"source": [ | |
"We place i.i.d. standard normal priors on the entries of $\\mathbf{w}_j$ and $\\mathbf{z}_i$. and add their product to the expected value of observations." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 28, | |
"id": "04909008", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"with factor_model:\n", | |
" w = pm.Normal(\"w\", 0., 1., shape=(M, F))\n", | |
" z = pm.Normal(\"z\", 0., 1., shape=(N, F))\n", | |
" \n", | |
" obs = pm.Normal(\"obs\", μ + z.dot(w.T), σ, observed=Y)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "9f51054c", | |
"metadata": {}, | |
"source": [ | |
"Again we sample from the posterior distribution of this model." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 29, | |
"id": "dfbc3c9a", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"START_MULT = 3.\n", | |
"\n", | |
"START_CORNERS = np.array([\n", | |
" [1., 1.],\n", | |
" [-1., 1.],\n", | |
" [-1., -1.],\n", | |
" [1., -1.]\n", | |
"])\n", | |
"\n", | |
"w_starts = [\n", | |
" {\"w\": w_start, \"z\": np.ones((N, F))} for w_start\n", | |
" in START_MULT * np.ones((1, M, F)) * START_CORNERS[:, np.newaxis]\n", | |
"]" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 30, | |
"id": "5dcb5ff0", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"Auto-assigning NUTS sampler...\n", | |
"Initializing NUTS using adapt_diag...\n", | |
"Multiprocess sampling (4 chains in 4 jobs)\n", | |
"NUTS: [β0, β, σ, w, z]\n" | |
] | |
}, | |
{ | |
"data": { | |
"text/html": [ | |
"\n", | |
" <div>\n", | |
" <style>\n", | |
" /* Turns off some styling */\n", | |
" progress {\n", | |
" /* gets rid of default border in Firefox and Opera. */\n", | |
" border: none;\n", | |
" /* Needs to be in here for Safari polyfill so background images work as expected. */\n", | |
" background-size: auto;\n", | |
" }\n", | |
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n", | |
" background: #F44336;\n", | |
" }\n", | |
" </style>\n", | |
" <progress value='8000' class='' max='8000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n", | |
" 100.00% [8000/8000 03:11<00:00 Sampling 4 chains, 0 divergences]\n", | |
" </div>\n", | |
" " | |
], | |
"text/plain": [ | |
"<IPython.core.display.HTML object>" | |
] | |
}, | |
"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 193 seconds.\n", | |
"The rhat statistic is larger than 1.4 for some parameters. The sampler did not converge.\n", | |
"The estimated number of effective samples is smaller than 200 for some parameters.\n" | |
] | |
} | |
], | |
"source": [ | |
"with factor_model:\n", | |
" factor_trace = pm.sample(start=w_starts, **SAMPLE_KWARGS)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "6921e019", | |
"metadata": {}, | |
"source": [ | |
"The $\\hat{R}$ statistics for $\\mathbf{z}_i$ and $\\mathbf{w}_j$ are quite high and warrant investigation." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 31, | |
"id": "87b7590d", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1152x432 with 2 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"make_diagnostic_plots(factor_trace);" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "1b9a986b", | |
"metadata": {}, | |
"source": [ | |
"In spite of the large $\\hat{R}$ statistics, the estimate of the scale of $\\sigma$ is quite accurate for this model, since we have accounted for the noise due to the latent variables." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 32, | |
"id": "4020ed15", | |
"metadata": { | |
"scrolled": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 576x432 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"az.plot_posterior(factor_trace, var_names=\"σ\", ref_val=S_SCALE);" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "d4a1feb5", | |
"metadata": {}, | |
"source": [ | |
"We turn to the posterior distributions of the factor loadings $\\mathbf{w}_j$. Below we plot the first two entries in $\\mathbf{w}_0$ and $\\mathbf{w}_1$ against each other." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 33, | |
"id": "9233f1bb", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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| |
"text/plain": [ | |
"<Figure size 576x432 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"ax = az.plot_pair(factor_trace, var_names=\"w\",\n", | |
" coords={\"w_dim_0\": [0, 1], \"w_dim_1\": 0},\n", | |
" scatter_kwargs={'alpha': 0.5})\n", | |
"\n", | |
"ax.set_xlabel(\"$w_{0, 0}$\");\n", | |
"ax.set_ylabel(\"$w_{1, 0}$\");" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "1007c7e1", | |
"metadata": {}, | |
"source": [ | |
"The elliptical shape of this posterior distribution is certainly unusual; let's see what the pairwise plots look like for all pairs of entries in the factor loadings." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 34, | |
"id": "7746991d", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
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