{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Inverse Probability Weighting Model\n", "Inverse probability weighting is a basic model to obtain average effect estimation.\n", "\n", "It calculates the probability of each sample to belong to its group, \n", "and use its inverse as the weight of that sample:\n", "$$\n", "w_i = \\frac{1}{\\Pr[A=a_i | X_i]}\n", "$$" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "from causallib.datasets import load_nhefs\n", "from causallib.estimation import IPW\n", "from causallib.evaluation import evaluate\n", "from sklearn.linear_model import LogisticRegression\n", "from matplotlib import pyplot as plt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Data:\n", "The effect of quitting to smoke on weight loss. \n", "Data example is taken from [Hernan and Robins Causal Inference Book](https://www.hsph.harvard.edu/miguel-hernan/causal-inference-book/)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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ageracesexsmokeintensitysmokeyrswt71active_1active_2education_2education_3education_4education_5exercise_1exercise_2age^2wt71^2smokeintensity^2smokeyrs^2qsmkwt82_71
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" ], "text/plain": [ " age race sex smokeintensity smokeyrs wt71 active_1 active_2 \\\n", "0 42 1 0 30 29 79.04 0 0 \n", "1 36 0 0 20 24 58.63 0 0 \n", "2 56 1 1 20 26 56.81 0 0 \n", "3 68 1 0 3 53 59.42 1 0 \n", "4 40 0 0 20 19 87.09 1 0 \n", "\n", " education_2 education_3 education_4 education_5 exercise_1 exercise_2 \\\n", "0 0 0 0 0 0 1 \n", "1 1 0 0 0 0 0 \n", "2 1 0 0 0 0 1 \n", "3 0 0 0 0 0 1 \n", "4 1 0 0 0 1 0 \n", "\n", " age^2 wt71^2 smokeintensity^2 smokeyrs^2 qsmk wt82_71 \n", "0 1764 6247.3216 900 841 0 -10.093960 \n", "1 1296 3437.4769 400 576 0 2.604970 \n", "2 3136 3227.3761 400 676 0 9.414486 \n", "3 4624 3530.7364 9 2809 0 4.990117 \n", "4 1600 7584.6681 400 361 0 4.989251 " ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data = load_nhefs()\n", "data.X.join(data.a).join(data.y).head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Model:\n", "The causal model has a machine learning model at its core, provided as `learner` parameter. \n", "This ML model will be used to predict probability of quit smoking given the covariates. \n", "These probabilities will be used to obtain $w_i$. \n", "Then, we'll estimate average balanced outcome using Horvitz–Thompson estimator:\n", "$$\n", "\\hat{E}[Y^a] = \\frac{1}{\\sum_{i:A_i=a}w_i} \\cdot \\sum_{i:A_i=a}w_i y_i\n", "$$\n", "\n", "Lastly, we'll use these average counterfactual outcome estimation to predict the effect:\n", "$$\n", "\\hat{E}[Y^1] - \\hat{E}[Y^0]\n", "$$" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "IPW(clip_max=None, clip_min=None, use_stabilized=False, verbose=False,\n", " learner=LogisticRegression(solver='liblinear'))" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Train:\n", "learner = LogisticRegression(solver=\"liblinear\")\n", "ipw = IPW(learner)\n", "ipw.fit(data.X, data.a)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0 1.149089\n", "1 1.198450\n", "2 1.200264\n", "3 1.959673\n", "4 1.336338\n", "dtype: float64" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# We can now preict the weight of each individual:\n", "ipw.compute_weights(data.X, data.a).head()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0 1.750404\n", "1 5.261713\n", "dtype: float64" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Estimate average outcome\n", "outcomes = ipw.estimate_population_outcome(data.X, data.a, data.y)\n", "outcomes" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "diff 3.511308\n", "dtype: float64" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Estimate the effect:\n", "effect = ipw.estimate_effect(outcomes[1], outcomes[0])\n", "effect" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see that on average, indiviudals who quit smoking gained 3.5 Lbs \n", "on the course of 11 years" ] }, { "cell_type": "raw", "metadata": {}, "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Non-default parameters\n", "We just saw a simple example hiding many model's parameters. \n", "We now dig a bit deeper to every stage." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Model definition" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "_Machine learning model:_ \n", "Any scikit-learn model can be specified (even pipelines)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "learner = LogisticRegression(penalty=\"l1\", C=0.01, max_iter=500, solver='liblinear')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "_IPW model_ has two additional parameters: \n", "* `clip_min`, `clip_max`: caliper values to trim very small or very large probabilities\n", "* `stabilized`: Whether to scale weights with treatment prevalence" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "clip_min = 0.2\n", "clip_max = 0.8\n", "ipw = IPW(learner, clip_min=clip_min, clip_max=clip_max, use_stabilized=False)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "ipw.fit(data.X, data.a);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Weight prediction options" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can predict the probability of quit smoking (`treatment_values=1`) \n", "and validate our truncation worked:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "probs = ipw.compute_propensity(data.X, data.a, treatment_values=1)\n", "probs.between(clip_min, clip_max).all()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "During the \"predict\" phase (i.e. computing weights or probabilities), \n", "We can alter the parameters we placed during initiation: " ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "False" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "probs = ipw.compute_propensity(data.X, data.a, treatment_values=1, clip_min=0.0, clip_max=1.0)\n", "probs.between(clip_min, clip_max).all()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can even predict stabilized weights. \n", "However, we will get a warning. \n", "This is because treatment prevalence is an estimation of\n", "the trainning data. \n", "During `fit`, when the model had it's initial values, `use_stabilized` was `False` (default). \n", "So when coming to `compute_weights` now, the model will use the prevalence from the provided data to estimate treatment prevalence. \n", "This is not a big deal here, since we compute on the same data we trained on, but this does not have to be the general case. \n", "(This warning would not exists if we redefine the model with `use_stabilized=True` and re-train it)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\204048756\\Miniconda3\\envs\\causallib_080_install_test\\lib\\site-packages\\causallib\\estimation\\ipw.py:137: RuntimeWarning: Stabilized is asked, however, the model was not trained using stabilization, and therefore, stabilized weights are taken from the provided treatment assignment.\n", " warnings.warn(\"Stabilized is asked, however, the model was not trained using stabilization, and \"\n" ] }, { "data": { "text/plain": [ "False" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "stabilized_weights = ipw.compute_weights(data.X, data.a, treatment_values=1, \n", " clip_min=0.0, clip_max=1.0, use_stabilized=True)\n", "weights = ipw.compute_weights(data.X, data.a, treatment_values=1, \n", " clip_min=0.0, clip_max=1.0)\n", "stabilized_weights.eq(weights).all()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since IPW utilizes probabilites, for each sample we can get a probability (or weight) for each treatment value" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " 0 1\n", "0 0.800000 0.200000\n", "1 0.800000 0.200000\n", "2 0.715863 0.284137\n", "3 0.521410 0.478590\n", "4 0.765548 0.234452" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# ipw.compute_weight_matrix(data.X, data.a).head()\n", "ipw.compute_propensity_matrix(data.X, data.a).head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Effect estimation options\n", "We can choose whether we wish for addtive (`diff`) or multiplicative (`ratio`) effect \n", "(If outcome `y` was probabilites, we could also ask for odds-ratio (`or`))\n", "\n", "Providing weights `w` is optional, if not provided the weights would be simply\n", "calulated again using the provided `X`." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "diff 2.753878\n", "ratio 2.141800\n", "dtype: float64" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "outcomes = ipw.estimate_population_outcome(data.X, data.a, data.y, w=weights)\n", "effects = ipw.estimate_effect(outcomes[1], outcomes[0], effect_types=[\"diff\", \"ratio\"])\n", "effects" ] }, { "cell_type": "raw", "metadata": {}, "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Evaluation\n", "We can also evaluate the performance of the IPW model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Simple evaluation\n", "Evaluates a fitted model on the provided dataset" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "results = evaluate(ipw, data.X, data.a, data.y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`results` contains `models`, `plots` and `scores`,\n", "but since we did not ask for plots, and did not refit the model,\n", "our main interest is the scores.\n", "We have both the prediction performance scores and \n", "a table1 with standardized mean differences with and without balancing" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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accuracyprecisionrecallf1roc_aucavg_precisionhingematthews0_1brierconfusion_matrixroc_curvepr_curve
00.7439340.5416670.0322580.060890.6136220.3646791.1164610.0811380.2560660.184569[[1152, 11], [390, 13]]([0.0, 0.0008598452278589854, 0.00085984522785...([0.25734355044699875, 0.2879799666110184, 0.2...
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" ], "text/plain": [ " accuracy precision recall f1 roc_auc avg_precision hinge \\\n", "0 0.743934 0.541667 0.032258 0.06089 0.613622 0.364679 1.116461 \n", "\n", " matthews 0_1 brier confusion_matrix \\\n", "0 0.081138 0.256066 0.184569 [[1152, 11], [390, 13]] \n", "\n", " roc_curve \\\n", "0 ([0.0, 0.0008598452278589854, 0.00085984522785... \n", "\n", " pr_curve \n", "0 ([0.25734355044699875, 0.2879799666110184, 0.2... " ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "results.evaluated_metrics.prediction_scores" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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abs_smdweightedunweighted
covariate
age0.0483810.199560
race0.1672610.125194
sex0.1458360.113323
smokeintensity0.0188080.153345
smokeyrs0.0214380.112470
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" ], "text/plain": [ "abs_smd weighted unweighted\n", "covariate \n", "age 0.048381 0.199560\n", "race 0.167261 0.125194\n", "sex 0.145836 0.113323\n", "smokeintensity 0.018808 0.153345\n", "smokeyrs 0.021438 0.112470" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "results.evaluated_metrics.covariate_balance.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Thorough evaluation\n", "Can check general model specification as it evaluates using cross-validation \n", "and refitting the model on each fold" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'train': {'calibration': ,\n", " 'covariate_balance_slope': ,\n", " 'pr_curve': ,\n", " 'covariate_balance_love': ,\n", " 'weight_distribution': ,\n", " 'roc_curve': },\n", " 'valid': {'calibration': ,\n", " 'covariate_balance_slope': ,\n", " 'pr_curve': ,\n", " 'covariate_balance_love': ,\n", " 'weight_distribution': ,\n", " 'roc_curve': }}" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from sklearn import metrics\n", "metrics = {\"roc_auc\": metrics.roc_auc_score,\n", " \"avg_precision\": metrics.average_precision_score,}\n", "ipw = IPW(LogisticRegression(solver=\"liblinear\"))\n", "results = evaluate(ipw, data.X, data.a, data.y, cv=\"auto\", metrics_to_evaluate=metrics)\n", "results.plot_all()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Covariate balancing\n", "Let's focus on a commonly known plot - Love plot.\n", "Love plot calculates the standardized mean difference between groups for each covariate. \n", "It also calculates the inverse-propensity weighted average, so we can examine whether the weighting made the two groups more similar (smaller difference of means). \n", "We then plot the two values (weighted and unweighted mean differences) for each covariate and hope the weighted differences will be smaller than some arbitrary threshold (usually 0.1)." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 1, figsize=(6, 6))\n", "results.plot_covariate_balance(kind=\"love\", ax=ax, thresh=0.1);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### High order balancing\n", "The plot above checks for the standardized difference of each covariate. \n", "It is very intuitive and easy to understand. \n", "However, by definition, the standardized mean difference is a marginal estimate, testing each covariate independently. \n", "Unfortunately, marginal balancing does not guarantee joint balancing in the high-dimensional covariate space (see [Figure 1 in this manuscript](https://arxiv.org/abs/1907.08127)). \n", "To overcome that, we can add feature-interactions when checking for balancing. \n", "Note, that we do not necessarily need to fit our model on a data that includes the interactions, just test on such data. \n", "\n", "Below we show a simple example of adding some interactions and plotting. \n", "See the new interaction covariates appear in the plot and still being well-balanced.\n", "This is further evidence to suggest our model performs well by being able to also balance the joint distribution of covariates." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from patsy import dmatrix\n", "\n", "# Define some basic feature interactions using Patsy's formula:\n", "X_interactions = dmatrix(\n", " \"0 + age:sex + age:race + smokeyrs:sex + wt71:sex\", \n", " data.X, \n", " return_type=\"dataframe\"\n", ")\n", "# Set the entire data to be evaluated, but can also just use the interactions without the original data\n", "results.X = data.X.join(X_interactions)\n", "\n", "fig, ax = plt.subplots(1, 1, figsize=(6,6))\n", "results.plot_covariate_balance(kind=\"love\", phase=\"train\", ax=ax, thresh=0.1);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "These plots are highly interpretable, but note we had to explicitly choose the interactions in order to imitate the joint covariate space.\n", "This can be exhaustive and blow up in numbers really fast (our 18-column dataset has 172 possible interactions, and those are just the two-ways ones).\n", "Below we will show how to use the ROC curve to assess high-dimensional joint balancing.\n", "We don't have to, but for the sake of order, let's revert the data in our `EvaluationResults` object back to the original one:" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "results.X = data.X" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### ROC curves for propensity scores\n", "Following the discussion above, let's focus on the orange \"Weighted\" line.\n", "This is an inverse-propensity weighted ROC curve.\n", "As a reminder, the IP-weights simulate a pseudo-population where treatment is ignorable, meaning (weighted) covariate distribution should be similar across treatment groups.\n", "This means there shouldn't be any information that can help us discriminate the treated units from the control ones. \n", "Theoretically, to test that in a high-dimensional setting, we could use a classifier and see whether it can discriminate the treatment assignment. Ideally, it shouldn't be able to. \n", "Using a IP-weighted ROC curve is an efficient proxy for that classifier-based test. " ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "results.plot_roc_curve();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For more information about how to interpret the ROC curve for a propensity in a high-level intuitive way, [see this blog post](https://medium.com/towards-data-science/using-machine-learning-metrics-to-evaluate-causal-inference-models-d066f1bb2b7a)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Numeric prediction scores" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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roc_aucavg_precision
phasefold
train000.6589360.406668
100.6621920.411784
200.6623820.411057
300.6616910.416513
400.6678620.396350
valid000.6603080.393794
100.6494100.351309
200.6635730.402053
300.5839190.320748
400.6213280.414399
\n", "
" ], "text/plain": [ " roc_auc avg_precision\n", "phase fold \n", "train 0 0 0.658936 0.406668\n", " 1 0 0.662192 0.411784\n", " 2 0 0.662382 0.411057\n", " 3 0 0.661691 0.416513\n", " 4 0 0.667862 0.396350\n", "valid 0 0 0.660308 0.393794\n", " 1 0 0.649410 0.351309\n", " 2 0 0.663573 0.402053\n", " 3 0 0.583919 0.320748\n", " 4 0 0.621328 0.414399" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "results.evaluated_metrics.prediction_scores" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "5\n" ] }, { "data": { "text/plain": [ "IPW(clip_max=None, clip_min=None, use_stabilized=False, verbose=False,\n", " learner=LogisticRegression(solver='liblinear'))" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "print(len(results.models))\n", "results.models[2]" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.10" }, "vscode": { "interpreter": { "hash": "69f88c614e1e3c90b1e7d1bcdbafb917f9042edfca4477b05464240f7cf41bf5" } } }, "nbformat": 4, "nbformat_minor": 4 }