From 53739cbb33c1b2f461892c34da69f2beecae2ab9 Mon Sep 17 00:00:00 2001 From: zachrewolinski Date: Tue, 28 May 2024 15:27:18 -0700 Subject: [PATCH] subgroup detection --- feature_importance/subgroup/ranking.ipynb | 334 ++++++++++++++++++ .../subgroup/subgroup_detection.py | 99 ++++++ 2 files changed, 433 insertions(+) create mode 100644 feature_importance/subgroup/ranking.ipynb create mode 100644 feature_importance/subgroup/subgroup_detection.py diff --git a/feature_importance/subgroup/ranking.ipynb b/feature_importance/subgroup/ranking.ipynb new file mode 100644 index 0000000..68e22c5 --- /dev/null +++ b/feature_importance/subgroup/ranking.ipynb @@ -0,0 +1,334 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/scratch/users/zachrewolinski/conda/envs/mdi/lib/python3.10/site-packages/glmnet/__init__.py:1: DeprecationWarning: pkg_resources is deprecated as an API. See https://setuptools.pypa.io/en/latest/pkg_resources.html\n", + " import pkg_resources\n", + "/scratch/users/zachrewolinski/conda/envs/mdi/lib/python3.10/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", + " from .autonotebook import tqdm as notebook_tqdm\n" + ] + } + ], + "source": [ + "# load required packages\n", + "import numpy as np\n", + "from sklearn.metrics import r2_score\n", + "from imodels.tree.rf_plus.rf_plus.rf_plus_models import RandomForestPlusRegressor\n", + "from imodels.tree.rf_plus.feature_importance.rfplus_explainer import AloRFPlusMDI\n", + "from subgroup_detection import detect_subgroups, compute_rbo_matrix\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "# simulate data from two groups\n", + "np.random.seed(0)\n", + "group_size = 1000\n", + "train_group_size = int(0.8*group_size)\n", + "test_group_size = int(0.2*group_size)\n", + "\n", + "# Group 1: \\beta_1 = 10, all other \\beta_i = 0\n", + "X_group_1 = np.random.normal(0, 1, (group_size, 10))\n", + "beta_group1 = np.array([10,0,0,0,0,0,0,0,0,0])\n", + "y_group1 = np.dot(X_group_1, beta_group1) + np.random.normal(0, 0.1, group_size)\n", + "\n", + "# Group 2: \\beta_2 = 10, all other \\beta_i = 0\n", + "X_group_2 = np.random.normal(0, 1, (group_size, 10))\n", + "beta_group2 = np.array([0,10,0,0,0,0,0,0,0,0])\n", + "y_group2 = np.dot(X_group_2, beta_group2) + np.random.normal(0, 0.1, group_size)\n", + "\n", + "# split into train and test\n", + "X_train = np.vstack((X_group_1[:train_group_size,:], X_group_2[:train_group_size,:]))\n", + "y_train = np.hstack((y_group1[:train_group_size], y_group2[:train_group_size]))\n", + "X_test = np.vstack((X_group_1[test_group_size:,:], X_group_2[test_group_size:,:]))\n", + "y_test = np.hstack((y_group1[test_group_size:], y_group2[test_group_size:]))" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[Parallel(n_jobs=-1)]: Using backend LokyBackend with 8 concurrent workers.\n", + "/scratch/users/zachrewolinski/conda/envs/mdi/lib/python3.10/site-packages/glmnet/__init__.py:1: DeprecationWarning: pkg_resources is deprecated as an API. See https://setuptools.pypa.io/en/latest/pkg_resources.html\n", + " import pkg_resources\n", + "/scratch/users/zachrewolinski/conda/envs/mdi/lib/python3.10/site-packages/glmnet/__init__.py:1: DeprecationWarning: pkg_resources is deprecated as an API. See https://setuptools.pypa.io/en/latest/pkg_resources.html\n", + " import pkg_resources\n", + "/scratch/users/zachrewolinski/conda/envs/mdi/lib/python3.10/site-packages/glmnet/__init__.py:1: DeprecationWarning: pkg_resources is deprecated as an API. See https://setuptools.pypa.io/en/latest/pkg_resources.html\n", + " import pkg_resources\n", + "/scratch/users/zachrewolinski/conda/envs/mdi/lib/python3.10/site-packages/glmnet/__init__.py:1: DeprecationWarning: pkg_resources is deprecated as an API. See https://setuptools.pypa.io/en/latest/pkg_resources.html\n", + " import pkg_resources\n", + "/scratch/users/zachrewolinski/conda/envs/mdi/lib/python3.10/site-packages/glmnet/__init__.py:1: DeprecationWarning: pkg_resources is deprecated as an API. See https://setuptools.pypa.io/en/latest/pkg_resources.html\n", + " import pkg_resources\n", + "/scratch/users/zachrewolinski/conda/envs/mdi/lib/python3.10/site-packages/glmnet/__init__.py:1: DeprecationWarning: pkg_resources is deprecated as an API. See https://setuptools.pypa.io/en/latest/pkg_resources.html\n", + " import pkg_resources\n", + "/scratch/users/zachrewolinski/conda/envs/mdi/lib/python3.10/site-packages/glmnet/__init__.py:1: DeprecationWarning: pkg_resources is deprecated as an API. See https://setuptools.pypa.io/en/latest/pkg_resources.html\n", + " import pkg_resources\n", + "/scratch/users/zachrewolinski/conda/envs/mdi/lib/python3.10/site-packages/glmnet/__init__.py:1: DeprecationWarning: pkg_resources is deprecated as an API. See https://setuptools.pypa.io/en/latest/pkg_resources.html\n", + " import pkg_resources\n", + "[Parallel(n_jobs=-1)]: Done 34 tasks | elapsed: 24.7s\n", + "[Parallel(n_jobs=-1)]: Done 100 out of 100 | elapsed: 55.5s finished\n" + ] + }, + { + "data": { + "text/plain": [ + "0.6465323189193135" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# fit RF+ model\n", + "rf_plus = RandomForestPlusRegressor(include_raw=False)\n", + "rf_plus.fit(X_train, y_train)\n", + "\n", + "# predict\n", + "y_pred = rf_plus.predict(X_test)\n", + "r2_score(y_test, y_pred)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "mdi_explainer = AloRFPlusMDI(rf_plus,evaluate_on='oob')\n", + "mdi, partial_preds = mdi_explainer.explain(X_train[:], y_train[:])\n", + "mdi_rankings = mdi_explainer.get_rankings(mdi)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(array([1.04875, 3.635 , 5.4475 , 5.535 , 5.43125, 5.52 , 5.26375,\n", + " 5.3225 , 4.715 , 3.08125]),\n", + " array([1.59875, 3.85 , 5.3 , 5.37875, 5.44875, 5.47625, 5.51375,\n", + " 5.13875, 4.91375, 2.38125]))" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "group1_mdi, group2_mdi = mdi[:train_group_size], mdi[train_group_size:]\n", + "group1_rank, group2_rank = mdi_rankings[:train_group_size], mdi_rankings[train_group_size:]\n", + "group1_av_mdi, group2_av_mdi = np.mean(mdi[:train_group_size],axis = 0), np.mean(mdi[train_group_size:],axis = 0)\n", + "group1_av_rank, group2_av_rank = np.mean(mdi_rankings[:train_group_size],axis = 0), np.mean(mdi_rankings[train_group_size:],axis = 0)\n", + "group2_av_rank = np.mean(mdi_rankings[train_group_size:],axis = 0)\n", + "group1_av_rank, group2_av_rank" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/scratch/users/zachrewolinski/conda/envs/mdi/lib/python3.10/site-packages/IPython/core/pylabtools.py:77: DeprecationWarning: backend2gui is deprecated since IPython 8.24, backends are managed in matplotlib and can be externally registered.\n", + " warnings.warn(\n", + "/scratch/users/zachrewolinski/conda/envs/mdi/lib/python3.10/site-packages/IPython/core/pylabtools.py:77: DeprecationWarning: backend2gui is deprecated since IPython 8.24, backends are managed in matplotlib and can be externally registered.\n", + " warnings.warn(\n", + "/scratch/users/zachrewolinski/conda/envs/mdi/lib/python3.10/site-packages/IPython/core/pylabtools.py:77: DeprecationWarning: backend2gui is deprecated since IPython 8.24, backends are managed in matplotlib and can be externally registered.\n", + " warnings.warn(\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.boxplot(group1_mdi)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.boxplot(group2_mdi)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.histplot(group1_rank[:, 0], kde = True)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.histplot(group2_rank[:, 1], kde = True)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "rbo_matrix = compute_rbo_matrix(mdi_rankings, p = 0.9)\n", + "sns.heatmap(rbo_matrix, cmap='viridis')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "clusters = detect_subgroups(rbo_matrix)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.7075\n", + "0.2925\n", + "0.3225\n", + "0.6775\n" + ] + } + ], + "source": [ + "group1_clust = clusters[:400]\n", + "group2_clust = clusters[400:]\n", + "print((group1_clust==1).mean())\n", + "print((group1_clust==2).mean())\n", + "print((group2_clust==1).mean())\n", + "print((group2_clust==2).mean())" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "local_fi", + "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": "3.10.14" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/feature_importance/subgroup/subgroup_detection.py b/feature_importance/subgroup/subgroup_detection.py new file mode 100644 index 0000000..7e0964f --- /dev/null +++ b/feature_importance/subgroup/subgroup_detection.py @@ -0,0 +1,99 @@ +import numpy as np +import pandas as pd +import rbo +from sklearn.cluster import AgglomerativeClustering +from sklearn.tree import DecisionTreeClassifier, DecisionTreeRegressor +from scipy.cluster.hierarchy import linkage, dendrogram, fcluster +from scipy.spatial.distance import pdist, squareform +import matplotlib.pyplot as plt + +def compute_rbo_matrix(rankings, p, k=None, side="top", uneven_lengths=False): + """ + Compute the Rank-based Overlap (RBO) matrix for a set of rankings. + Inputs: + * rankings: numpy array of shape (n, p) where the (i,j)th entry denotes that + the jth feature is ranked (j-1) in terms of importance for the ith instance. + * p: float between 0 and 1 + * k: int (optional) evaluation depth for extrapolation + * side: string in {"top", "bottom"} (optional) + * uneven_lengths: bool (optional) + Outputs: + * numpy array of shape (n, n) where the (i,j)th entry is the RBO between the + ith and jth rankings. + """ + n, _ = rankings.shape + rbo_matrix = np.zeros((n, n)) + for i in range(n): + for j in range(i, n): + rbo_matrix[i, j] = rbo.RankingSimilarity(rankings[i, :], rankings[j, :]).rbo(p=p, k=k) + rbo_matrix[j, i] = rbo_matrix[i, j] + return rbo_matrix + +def detect_subgroups(rbo_matrix, clustering_method='hierarchical', n_clusters=2, + display_plot=True): + + # since rbo is a similarity metric, 1 means the rankings are identical + distance_matrix = rbo_matrix.max()-rbo_matrix + + # convert to condensed distance matrix for scipy compatibility + condensed_distance_matrix = squareform(distance_matrix) + + if clustering_method == 'hierarchical': + # perform hierarchical clustering + Z = linkage(condensed_distance_matrix, method='ward') + if display_plot: + # plot the dendrogram + plt.figure(figsize=(10, 7)) + dendrogram(Z) + plt.title('Hierarchical Clustering Dendrogram') + plt.ylabel('Distance') + ax = plt.gca() + ax.set_xticks([]) + plt.xlabel('Observations') + plt.show() + clusters = fcluster(Z, n_clusters, criterion='maxclust') + return clusters + else: + raise ValueError("Invalid clustering method. Only 'hierarchical' is \ + supported in this moment.") + +# def one_hot_encode(rankings): +# """ +# Obtain a one-hot encoded representation of the local feature importance +# rankings. +# Inputs: +# * rankings: numpy array of shape (n, p) where the (i,j)th entry denotes that +# the jth feature is ranked (j-1) in terms of importance for the ith instance. +# Outputs: +# * numpy array of shape (n, p^2) which encodes the same information as the +# input, but formatted as a matrix with binary entries. +# """ +# n, p = rankings.shape +# one_hot_matrix = np.full(shape = (n, p**2), fill_value = -1, dtype = int) +# for i in range(n): +# one_hot_matrix[i, :] = np.array(pd.get_dummies(rankings[0,:]), +# dtype = int).flatten() +# return one_hot_matrix + +# def decision_tree_grouper(rankings, y): +# """ +# Group features based on the decision tree feature importance rankings. +# Inputs: +# * rankings: numpy array of shape (n, p) where the (i,j)th entry denotes that +# the jth feature is ranked (j-1) in terms of importance for the ith instance. +# * y: length n array of the target labels. +# Outputs: +# * length n array where the ith entry is the group # of the ith instance. +# """ +# encoded_rankings = one_hot_encode(rankings) +# # check if y is binary or continuous +# if len(np.unique(y)) == 2: +# clf = DecisionTreeClassifier() +# print("classification tree fit") +# else: +# clf = DecisionTreeRegressor() +# print("regression tree fit") +# clf.fit(encoded_rankings, y) + +# # get which leaf each instance falls into +# return clf.apply(encoded_rankings) \ No newline at end of file