{ "cells": [ { "cell_type": "markdown", "id": "39d0f447", "metadata": {}, "source": [ "# GUIDE and CART on scikit-learn's classification datasets\n", "\n", "This notebook compares `GuideClassifier` with scikit-learn's `DecisionTreeClassifier`, which implements CART, on the iris, wine and breast cancer datasets bundled with scikit-learn.\n", "\n", "The two methods differ in how they choose splits:\n", "\n", "- **CART** searches every variable and every cutpoint for the split that most reduces impurity. Variables with many distinct values offer more candidate splits, so they win more often, even when they carry no information (see the selection bias notebook).\n", "- **GUIDE** first picks the split *variable* with chi-square tests of association between the response and each predictor (plus pairwise interaction tests), then searches only that variable for the best split point.\n", "\n", "By default, scikit-learn grows CART trees until the leaves are pure, while GUIDE prunes by 10-fold cross-validation. For a fair comparison we also tune CART's cost-complexity parameter `ccp_alpha` by cross-validation." ] }, { "cell_type": "code", "execution_count": 1, "id": "6526c830", "metadata": { "execution": { "iopub.execute_input": "2026-11-02T22:19:49.438752Z", "iopub.status.busy": "2026-11-02T22:19:49.438463Z", "iopub.status.idle": "2026-11-02T22:20:01.425509Z", "shell.execute_reply": "2026-11-02T22:20:01.424261Z" } }, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "from sklearn.datasets import load_breast_cancer, load_iris, load_wine\n", "from sklearn.model_selection import GridSearchCV, StratifiedKFold, cross_validate\n", "from sklearn.tree import DecisionTreeClassifier\n", "from sklearn.tree import plot_tree as plot_cart\n", "\n", "from guide import GuideClassifier, plot_tree\n", "\n", "pd.set_option(\"display.width\", 120)" ] }, { "cell_type": "markdown", "id": "54abecce", "metadata": {}, "source": [ "## Iris\n", "\n", "`plot_tree` draws a fitted GUIDE tree with matplotlib. Each internal node shows its split condition; samples that satisfy it go left (\"yes\")." ] }, { "cell_type": "code", "execution_count": 2, "id": "d91d1b82", "metadata": { "execution": { "iopub.execute_input": "2026-11-02T22:20:01.429433Z", "iopub.status.busy": "2026-11-02T22:20:01.428893Z", "iopub.status.idle": "2026-11-02T22:20:01.907502Z", "shell.execute_reply": "2026-11-02T22:20:01.907080Z" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "iris = load_iris(as_frame=True)\n", "X, y = iris.data, iris.target.map(dict(enumerate(iris.target_names)))\n", "\n", "guide = GuideClassifier().fit(X, y)\n", "cart = DecisionTreeClassifier(random_state=0).fit(X, y)\n", "\n", "fig, axes = plt.subplots(1, 2, figsize=(15, 5.5))\n", "plot_tree(guide, ax=axes[0])\n", "axes[0].set_title(f\"GUIDE, pruned by cross-validation ({guide.get_n_leaves()} leaves)\")\n", "plot_cart(cart, feature_names=list(X.columns), class_names=list(cart.classes_), filled=True,\n", " impurity=False, fontsize=6, ax=axes[1])\n", "axes[1].set_title(f\"CART, scikit-learn defaults ({cart.get_n_leaves()} leaves)\")\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "6cf9547d", "metadata": {}, "source": [ "The same tree as text, including the leaf class probabilities and the route taken by missing values:" ] }, { "cell_type": "code", "execution_count": 3, "id": "9281eee6", "metadata": { "execution": { "iopub.execute_input": "2026-11-02T22:20:01.908677Z", "iopub.status.busy": "2026-11-02T22:20:01.908600Z", "iopub.status.idle": "2026-11-02T22:20:01.910482Z", "shell.execute_reply": "2026-11-02T22:20:01.910142Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "guide-rs-0.1-experimental-reference28\n", "1 tree(s), 6 fitted leaves\n", "Tree 1\n", "node 0 (n=150): petal length (cm) <= 2.450000; missing -> no\n", " node 1 (n=50): class \"setosa\"; p=[0.9955849889624725, 0.002207505518763797, 0.002207505518763797]\n", " node 2 (n=100): petal width (cm) <= 1.750000; missing -> no\n", " node 3 (n=54): sepal width (cm) <= 2.650000; missing -> no\n", " node 4 (n=19): petal length (cm) <= 4.950000; missing -> no\n", " node 5 (n=17): class \"versicolor\"; p=[0.002207505518763797, 0.9371510193481367, 0.06064147513309961]\n", " node 8 (n=2): class \"virginica\"; p=[0.002207505518763797, 0.002207505518763797, 0.9955849889624725]\n", " node 9 (n=35): petal length (cm) <= 5.050000; missing -> no\n", " node 10 (n=32): class \"versicolor\"; p=[0.002207505518763797, 0.9955849889624725, 0.002207505518763797]\n", " node 11 (n=3): class \"virginica\"; p=[0.002207505518763797, 0.33333333333333337, 0.6644591611479029]\n", " node 12 (n=46): class \"virginica\"; p=[0.002207505518763797, 0.02380266820232268, 0.9739898262789137]\n", "\n" ] } ], "source": [ "print(guide.to_text())" ] }, { "cell_type": "markdown", "id": "05686e02", "metadata": {}, "source": [ "## Probability quality, ranking and tree size\n", "\n", "We report ten-fold cross-validated metrics, with the mean number of leaves and fit time:\n", "\n", "- **Log loss** (lower is better): the average negative log probability given to the true class. It punishes confident mistakes heavily.\n", "- **Brier score** (lower is better): the squared distance between the predicted probability vector and the observed class, summed over classes (0 to 2).\n", "- **AUROC** (higher is better): how well the predicted probabilities rank the classes; for iris and wine, each class against the rest, averaged over classes.\n", "- **Accuracy** (higher is better): the share of samples whose most probable class is correct, shown for reference.\n", "\n", "Log loss and the Brier score are proper scoring rules: they are optimized, in expectation, only by the true class probabilities. Accuracy is not. It ignores how confident a prediction is, depends on an arbitrary decision threshold, changes in steps as single samples flip, and can favor a model with badly calibrated probabilities. It also looks deceptively good when one class dominates. Proper scoring rules are almost always the better basis for comparing and tuning classifiers.\n", "\n", "\"CART, tuned\" chooses `ccp_alpha` by an inner 5-fold grid search on log loss, the closest analog of GUIDE's built-in pruning. GUIDE's own pruning minimizes cross-validated misclassification cost, not log loss." ] }, { "cell_type": "code", "execution_count": 4, "id": "0f1df2f7", "metadata": { "execution": { "iopub.execute_input": "2026-11-02T22:20:01.911372Z", "iopub.status.busy": "2026-11-02T22:20:01.911316Z", "iopub.status.idle": "2026-11-02T22:20:06.957285Z", "shell.execute_reply": "2026-11-02T22:20:06.956920Z" } }, "outputs": [ { "data": { "text/html": [ "
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log lossBrierAUROCaccuracyleavesfit seconds
model
irisGUIDE0.2870.1280.9620.9333.90.001
CART, defaults2.1630.1200.9550.9408.60.001
CART, tuned0.4750.1460.9580.9203.30.093
wineGUIDE0.4870.1760.9360.9056.40.003
CART, defaults4.2640.2370.9110.8829.40.001
CART, tuned1.0520.3860.8580.7743.10.107
breast cancerGUIDE0.2170.1060.9540.9426.40.023
CART, defaults2.7890.1550.9170.92321.00.003
CART, tuned0.3230.1770.8950.9002.50.242
\n", "
" ], "text/plain": [ " log loss Brier AUROC accuracy leaves fit seconds\n", " model \n", "iris GUIDE 0.287 0.128 0.962 0.933 3.9 0.001\n", " CART, defaults 2.163 0.120 0.955 0.940 8.6 0.001\n", " CART, tuned 0.475 0.146 0.958 0.920 3.3 0.093\n", "wine GUIDE 0.487 0.176 0.936 0.905 6.4 0.003\n", " CART, defaults 4.264 0.237 0.911 0.882 9.4 0.001\n", " CART, tuned 1.052 0.386 0.858 0.774 3.1 0.107\n", "breast cancer GUIDE 0.217 0.106 0.954 0.942 6.4 0.023\n", " CART, defaults 2.789 0.155 0.917 0.923 21.0 0.003\n", " CART, tuned 0.323 0.177 0.895 0.900 2.5 0.242" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "def leaves(model):\n", " model = getattr(model, \"best_estimator_\", model)\n", " return model.get_n_leaves() if hasattr(model, \"get_n_leaves\") else np.nan\n", "\n", "\n", "def compare(models, X, y, cv, scoring=None):\n", " # A dict of scorers gives one column per metric; scikit-learn's negated\n", " # losses (\"neg_...\") are reported as losses.\n", " metrics = scoring if isinstance(scoring, dict) else {\"score\": scoring}\n", " rows = []\n", " for name, model in models.items():\n", " result = cross_validate(model, X, y, cv=cv, scoring=metrics, return_estimator=True)\n", " row = {\"model\": name}\n", " for metric, scorer in metrics.items():\n", " loss = getattr(scorer, \"negated\", False) or str(scorer).startswith(\"neg_\")\n", " sign = -1 if loss else 1\n", " row[metric] = sign * result[f\"test_{metric}\"].mean()\n", " if len(metrics) == 1:\n", " row[\"sd\"] = result[f\"test_{metric}\"].std()\n", " row[\"leaves\"] = np.mean([leaves(e) for e in result[\"estimator\"]])\n", " row[\"fit seconds\"] = result[\"fit_time\"].mean()\n", " rows.append(row)\n", " return pd.DataFrame(rows).set_index(\"model\").round(3)\n", "\n", "\n", "def cart_tuned():\n", " grid = {\"ccp_alpha\": np.r_[0, np.logspace(-4, -1, 12)]}\n", " return GridSearchCV(DecisionTreeClassifier(random_state=0), grid, cv=5, scoring=\"neg_log_loss\")\n", "\n", "\n", "models = {\n", " \"GUIDE\": GuideClassifier(),\n", " \"CART, defaults\": DecisionTreeClassifier(random_state=0),\n", " \"CART, tuned\": cart_tuned(),\n", "}\n", "def brier(model, X, y):\n", " # Squared error of the probability vector, summed over classes (0 to 2),\n", " # for binary and multiclass data alike; negated like scikit-learn's losses.\n", " observed = np.asarray(y)[:, None] == model.classes_\n", " return -np.mean(((model.predict_proba(X) - observed) ** 2).sum(axis=1))\n", "\n", "\n", "brier.negated = True\n", "metrics = {\"log loss\": \"neg_log_loss\", \"Brier\": brier, \"AUROC\": \"roc_auc_ovr\", \"accuracy\": \"accuracy\"}\n", "def named(bunch):\n", " return bunch.data, bunch.target.map(dict(enumerate(bunch.target_names)))\n", "\n", "\n", "datasets = {\n", " \"iris\": (X, y),\n", " \"wine\": named(load_wine(as_frame=True)),\n", " \"breast cancer\": named(load_breast_cancer(as_frame=True)),\n", "}\n", "cv = StratifiedKFold(10, shuffle=True, random_state=0)\n", "pd.concat({name: compare(models, *data, cv, metrics) for name, data in datasets.items()})" ] }, { "cell_type": "markdown", "id": "896c0f14", "metadata": {}, "source": [ "GUIDE has the lowest log loss and the highest AUROC on all three datasets, and the lowest Brier score on wine and breast cancer. On iris default CART's Brier score is slightly lower (0.120 against 0.128).\n", "\n", "Accuracy would tell a different story on iris: default CART classifies slightly more flowers correctly than GUIDE (0.940 against 0.933), although its probabilities are far worse.\n", "\n", "Default CART grows pure leaves, so it predicts probabilities of exactly 0 and 1, and each confident mistake costs about 36 in log loss after scikit-learn clips the probability. Its log loss is therefore 7 to 13 times GUIDE's, even on iris, where its Brier score is the lower one. Tuning CART on log loss avoids that by pruning hard, to about three leaves, but its Brier score is then worse than default CART's on all three datasets, and its AUROC on wine and breast cancer. GUIDE never predicts a probability of exactly 0: classes absent from a leaf get a small probability from the class priors (GUIDE's zero-posterior correction), which keeps its log loss finite.\n", "\n", "On the breast cancer data GUIDE is slower than default CART but faster than CART tuned by grid search; its cross-validation folds run in parallel. When an interaction test selects a pair of predictors, GUIDE scores each split on the first by the best split on the second in each child, a one-level lookahead; `interactions=False` skips the interaction tests and the lookahead.\n", "\n", "## Breast cancer trees\n", "\n", "GUIDE's variable selection and CART's exhaustive search can pick different root variables even when both trees predict well. Restricting both to depth 3 for display:" ] }, { "cell_type": "code", "execution_count": 5, "id": "812ddbd3", "metadata": { "execution": { "iopub.execute_input": "2026-11-02T22:20:06.958527Z", "iopub.status.busy": "2026-11-02T22:20:06.958458Z", "iopub.status.idle": "2026-11-02T22:20:07.154656Z", "shell.execute_reply": "2026-11-02T22:20:07.154270Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "Xb, yb = datasets[\"breast cancer\"]\n", "guide_b = GuideClassifier(max_depth=3).fit(Xb, yb)\n", "cart_b = DecisionTreeClassifier(max_depth=3, random_state=0).fit(Xb, yb)\n", "\n", "fig, axes = plt.subplots(2, 1, figsize=(15, 11))\n", "plot_tree(guide_b, ax=axes[0])\n", "axes[0].set_title(\"GUIDE, depth at most 3\")\n", "plot_cart(cart_b, feature_names=list(Xb.columns), class_names=list(cart_b.classes_), filled=True,\n", " impurity=False, fontsize=7, ax=axes[1])\n", "axes[1].set_title(\"CART, depth 3\")\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "bc52f30b", "metadata": {}, "source": [ "Forests and boosted ensembles of GUIDE trees are compared with scikit-learn's in the ensembles notebook." ] } ], "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": "3.12.12" } }, "nbformat": 4, "nbformat_minor": 5 }