{ "cells": [ { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "(GLM-out-of-sample-predictions)=\n", "# Out-Of-Sample Predictions\n", "\n", ":::{post} December, 2022\n", ":tags: generalized linear model, logistic regression, out of sample predictions, patsy\n", ":category: beginner\n", ":::" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import arviz as az\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "import patsy\n", "import pymc as pm\n", "import seaborn as sns\n", "\n", "from scipy.special import expit as inverse_logit\n", "from sklearn.metrics import RocCurveDisplay, accuracy_score, auc, roc_curve\n", "from sklearn.model_selection import train_test_split" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "RANDOM_SEED = 8927\n", "rng = np.random.default_rng(RANDOM_SEED)\n", "az.style.use(\"arviz-darkgrid\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Generate Sample Data\n", "\n", "We want to fit a logistic regression model where there is a multiplicative interaction between two numerical features." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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x1x2y
0-0.4452841.3813250
12.6513170.8007361
2-1.141940-0.1282040
31.336498-0.9319650
42.2907623.4002221
\n", "
" ], "text/plain": [ " x1 x2 y\n", "0 -0.445284 1.381325 0\n", "1 2.651317 0.800736 1\n", "2 -1.141940 -0.128204 0\n", "3 1.336498 -0.931965 0\n", "4 2.290762 3.400222 1" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Number of data points\n", "n = 250\n", "# Create features\n", "x1 = rng.normal(loc=0.0, scale=2.0, size=n)\n", "x2 = rng.normal(loc=0.0, scale=2.0, size=n)\n", "# Define target variable\n", "intercept = -0.5\n", "beta_x1 = 1\n", "beta_x2 = -1\n", "beta_interaction = 2\n", "z = intercept + beta_x1 * x1 + beta_x2 * x2 + beta_interaction * x1 * x2\n", "p = inverse_logit(z)\n", "# note binimial with n=1 is equal to a bernoulli\n", "y = rng.binomial(n=1, p=p, size=n)\n", "df = pd.DataFrame(dict(x1=x1, x2=x2, y=y))\n", "df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let us do some exploration of the data:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.pairplot(data=df, kind=\"scatter\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- $x_1$ and $x_2$ are not correlated.\n", "- $x_1$ and $x_2$ do not seem to separate the $y$-classes independently.\n", "- The distribution of $y$ is not highly unbalanced." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "sns.scatterplot(x=\"x1\", y=\"x2\", data=df, hue=\"y\")\n", "ax.legend(title=\"y\")\n", "ax.set(title=\"Sample Data\", xlim=(-9, 9), ylim=(-9, 9));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Prepare Data for Modeling" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "y, x = patsy.dmatrices(\"y ~ x1 * x2\", data=df)\n", "y = np.asarray(y).flatten()\n", "labels = x.design_info.column_names\n", "x = np.asarray(x)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we do a train-test split." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "x_train, x_test, y_train, y_test = train_test_split(x, y, train_size=0.7)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Define and Fit the Model\n", "\n", "We now specify the model in PyMC." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/svg+xml": "\n\n\n\n\n\n\n\ncluster175 x 4\n\n175 x 4\n\n\ncluster175\n\n175\n\n\nclustercoeffs (4)\n\ncoeffs (4)\n\n\n\nX\n\nX\n~\nMutableData\n\n\n\np\n\np\n~\nDeterministic\n\n\n\nX->p\n\n\n\n\n\nobs\n\nobs\n~\nBernoulli\n\n\n\np->obs\n\n\n\n\n\ny\n\ny\n~\nMutableData\n\n\n\nobs->y\n\n\n\n\n\nb\n\nb\n~\nNormal\n\n\n\nb->p\n\n\n\n\n\n", "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "COORDS = {\"coeffs\": labels}\n", "\n", "with pm.Model(coords=COORDS) as model:\n", " # data containers\n", " X = pm.MutableData(\"X\", x_train)\n", " y = pm.MutableData(\"y\", y_train)\n", " # priors\n", " b = pm.Normal(\"b\", mu=0, sigma=1, dims=\"coeffs\")\n", " # linear model\n", " mu = pm.math.dot(X, b)\n", " # link function\n", " p = pm.Deterministic(\"p\", pm.math.invlogit(mu))\n", " # likelihood\n", " pm.Bernoulli(\"obs\", p=p, observed=y)\n", "\n", "pm.model_to_graphviz(model)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n", "Multiprocess sampling (4 chains in 4 jobs)\n", "NUTS: [b]\n" ] }, { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "
\n", " \n", " 100.00% [8000/8000 00:00<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 1 seconds.\n" ] } ], "source": [ "with model:\n", " idata = pm.sample()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "az.plot_trace(idata, var_names=\"b\", compact=False);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The chains look good." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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meansdhdi_3%hdi_97%mcse_meanmcse_sdess_bulkess_tailr_hat
b[Intercept]-0.3410.248-0.7830.1550.0040.0033048.02285.01.0
b[x1]0.8870.2120.4881.2810.0040.0032398.02222.01.0
b[x2]-0.7750.218-1.205-0.3820.0050.0032375.02587.01.0
b[x1:x2]1.9940.3401.3692.6170.0070.0052195.02181.01.0
\n", "
" ], "text/plain": [ " mean sd hdi_3% hdi_97% mcse_mean mcse_sd ess_bulk \\\n", "b[Intercept] -0.341 0.248 -0.783 0.155 0.004 0.003 3048.0 \n", "b[x1] 0.887 0.212 0.488 1.281 0.004 0.003 2398.0 \n", "b[x2] -0.775 0.218 -1.205 -0.382 0.005 0.003 2375.0 \n", "b[x1:x2] 1.994 0.340 1.369 2.617 0.007 0.005 2195.0 \n", "\n", " ess_tail r_hat \n", "b[Intercept] 2285.0 1.0 \n", "b[x1] 2222.0 1.0 \n", "b[x2] 2587.0 1.0 \n", "b[x1:x2] 2181.0 1.0 " ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "az.summary(idata, var_names=\"b\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And we do a good job of recovering the true parameters for this simulated dataset." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "az.plot_posterior(\n", " idata, var_names=[\"b\"], ref_val=[intercept, beta_x1, beta_x2, beta_interaction], figsize=(15, 4)\n", ");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Generate Out-Of-Sample Predictions\n", "\n", "Now we generate predictions on the test set." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Sampling: [obs]\n" ] }, { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "
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\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with model:\n", " pm.set_data({\"X\": x_test, \"y\": y_test})\n", " idata.extend(pm.sample_posterior_predictive(idata))" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "# Compute the point prediction by taking the mean and defining the category via a threshold.\n", "p_test_pred = idata.posterior_predictive[\"obs\"].mean(dim=[\"chain\", \"draw\"])\n", "y_test_pred = (p_test_pred >= 0.5).astype(\"int\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Evaluate Model\n", "\n", "First let us compute the accuracy on the test set." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "accuracy = 0.827\n" ] } ], "source": [ "print(f\"accuracy = {accuracy_score(y_true=y_test, y_pred=y_test_pred): 0.3f}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we plot the [roc curve](https://en.wikipedia.org/wiki/Receiver_operating_characteristic) and compute the [auc](https://en.wikipedia.org/wiki/Receiver_operating_characteristic#Area_under_the_curve)." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fpr, tpr, thresholds = roc_curve(\n", " y_true=y_test, y_score=p_test_pred, pos_label=1, drop_intermediate=False\n", ")\n", "roc_auc = auc(fpr, tpr)\n", "\n", "fig, ax = plt.subplots()\n", "roc_display = RocCurveDisplay(fpr=fpr, tpr=tpr, roc_auc=roc_auc)\n", "roc_display = roc_display.plot(ax=ax, marker=\"o\", markersize=4)\n", "ax.set(title=\"ROC\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The model is performing as expected (we of course know the data generating process, which is almost never the case in practical applications)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Model Decision Boundary\n", "\n", "Finally we will describe and plot the model decision boundary, which is the space defined as\n", "\n", "$$\\mathcal{B} = \\{(x_1, x_2) \\in \\mathbb{R}^2 \\: | \\: p(x_1, x_2) = 0.5\\}$$\n", "\n", "where $p$ denotes the probability of belonging to the class $y=1$ output by the model. To make this set explicit, we simply write the condition in terms of the model parametrization:\n", "\n", "$$0.5 = \\frac{1}{1 + \\exp(-(\\beta_0 + \\beta_1 x_1 + \\beta_2 x_2 + \\beta_{12} x_1x_2))}$$\n", "\n", "which implies\n", "\n", "$$0 = \\beta_0 + \\beta_1 x_1 + \\beta_2 x_2 + \\beta_{12} x_1x_2$$\n", "\n", "Solving for $x_2$ we get the formula\n", "\n", "$$x_2 = - \\frac{\\beta_0 + \\beta_1 x_1}{\\beta_2 + \\beta_{12}x_1}$$\n", "\n", "Observe that this curve is a hyperbola centered at the singularity point $x_1 = - \\beta_2 / \\beta_{12}$." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let us now plot the model decision boundary using a grid:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Sampling: []\n" ] }, { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "
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\"x2\"])\n", "grid_df[\"p\"] = ppc_grid.posterior_predictive.p.mean(dim=[\"chain\", \"draw\"])\n", "p_grid = grid_df.pivot(index=\"x2\", columns=\"x1\", values=\"p\").to_numpy()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we compute the model decision boundary on the grid for visualization purposes." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "def calc_decision_boundary(idata, x1_grid):\n", " # posterior mean of coefficients\n", " intercept = idata.posterior[\"b\"].sel(coeffs=\"Intercept\").mean().data\n", " b1 = idata.posterior[\"b\"].sel(coeffs=\"x1\").mean().data\n", " b2 = idata.posterior[\"b\"].sel(coeffs=\"x2\").mean().data\n", " b1b2 = idata.posterior[\"b\"].sel(coeffs=\"x1:x2\").mean().data\n", " # decision boundary equation\n", " return -(intercept + b1 * x1_grid) / (b2 + b1b2 * x1_grid)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We finally get the plot and the predictions on the test set:" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "\n", "# data\n", "sns.scatterplot(\n", " x=x_test[:, 1].flatten(),\n", " y=x_test[:, 2].flatten(),\n", " hue=y_test,\n", " ax=ax,\n", ")\n", "\n", "# decision boundary\n", "ax.plot(x1_grid, calc_decision_boundary(idata, x1_grid), color=\"black\", linestyle=\":\")\n", "\n", "# grid of predictions\n", "ax.contourf(x1_grid, x2_grid, p_grid, alpha=0.3)\n", "\n", "ax.legend(title=\"y\", loc=\"center left\", bbox_to_anchor=(1, 0.5))\n", "ax.set(title=\"Model Decision Boundary\", xlim=(-9, 9), ylim=(-9, 9), xlabel=\"x1\", ylabel=\"x2\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that we have computed the model decision boundary by using the mean of the posterior samples. However, we can generate a better (and more informative!) plot if we use the complete distribution (similarly for other metrics like accuracy and AUC)." ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## References\n", "\n", "- [Bayesian Analysis with Python (Second edition) - Chapter 4](https://github.com/aloctavodia/BAP/blob/master/code/Chp4/04_Generalizing_linear_models.ipynb)\n", "- [Statistical Rethinking](https://xcelab.net/rm/statistical-rethinking/)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Authors\n", "- Created by [Juan Orduz](https://github.com/juanitorduz).\n", "- Updated by [Benjamin T. Vincent](https://github.com/drbenvincent) to PyMC v4 in June 2022\n", "- Re-executed by [Benjamin T. Vincent](https://github.com/drbenvincent) with PyMC v5 in December 2022" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Watermark" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Last updated: Wed Dec 28 2022\n", "\n", "Python implementation: CPython\n", "Python version : 3.11.0\n", "IPython version : 8.7.0\n", "\n", "pytensor: 2.8.11\n", "\n", "arviz : 0.14.0\n", "seaborn : 0.12.1\n", "pymc : 5.0.1\n", "patsy : 0.5.3\n", "numpy : 1.24.0\n", "sys : 3.11.0 | packaged by conda-forge | (main, Oct 25 2022, 06:21:25) [Clang 14.0.4 ]\n", "matplotlib: 3.6.2\n", "pandas : 1.5.2\n", "\n", "Watermark: 2.3.1\n", "\n" ] } ], "source": [ "%load_ext watermark\n", "%watermark -n -u -v -iv -w -p pytensor" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ ":::{include} ../page_footer.md\n", ":::" ] } ], "metadata": { "kernelspec": { "display_name": "pymc_env", "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": "3.10.6 | packaged by conda-forge | (main, Aug 22 2022, 20:41:22) [Clang 13.0.1 ]" }, "vscode": { "interpreter": { "hash": "d5f0cba85daacbebbd957da1105312a62c58952ca942f7218a10e4aa5f415a19" } } }, "nbformat": 4, "nbformat_minor": 2 }