diff --git a/docs/sources/user_guide/plotting/plot_decision_regions_3d.ipynb b/docs/sources/user_guide/plotting/plot_decision_regions_3d.ipynb new file mode 100644 index 000000000..0e59aac9b --- /dev/null +++ b/docs/sources/user_guide/plotting/plot_decision_regions_3d.ipynb @@ -0,0 +1,103 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "aa856ed0", + "metadata": {}, + "source": [ + "# Plotting Decision Regions in 3D\n", + "\n", + "The `plot_decision_regions_3d` function is an extension of the classic 2D decision region plot. It allows for the visualization of decision boundaries in a 3D space by \"stacking\" multiple 2D slices along a third axis.\n", + "\n", + "from mlxtend.plotting import plot_decision_regions_3d" + ] + }, + { + "cell_type": "markdown", + "id": "950796ee", + "metadata": {}, + "source": [ + "## Overview\n", + "\n", + "Visualizing decision boundaries for models with more than two features is challenging. `plot_decision_regions_3d` solves this by taking \"snapshots\" of the decision regions at different levels of a third feature (Z-axis). This is particularly useful for:\n", + "* Understanding how a classifier's confidence or boundary shifts with a continuous third feature.\n", + "* Educational purposes to demonstrate high-dimensional decision surfaces." + ] + }, + { + "cell_type": "markdown", + "id": "65bb03b6", + "metadata": {}, + "source": [ + "## Example 1 - Stacked Slices for SVM\n", + "\n", + "In this example, we train a Support Vector Machine on a 3-feature dataset and visualize the boundaries at 5 different Z-levels." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "6792d190", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "from mlxtend.plotting import plot_decision_regions_3d\n", + "from sklearn.svm import SVC\n", + "from sklearn.datasets import make_blobs\n", + "import numpy as np\n", + "\n", + "# 1. Generate 3D data\n", + "X, y = make_blobs(n_samples=100, n_features=3, centers=2, random_state=42, cluster_std=1.5)\n", + "\n", + "# 2. Train a classifier\n", + "clf = SVC(kernel='linear', C=1.0)\n", + "clf.fit(X, y)\n", + "\n", + "# 3. Define the Z-levels (slices) we want to see\n", + "z_levels = np.linspace(X[:, 2].min(), X[:, 2].max(), num=5)\n", + "\n", + "# 4. Plotting\n", + "fig = plt.figure(figsize=(10, 8))\n", + "ax = fig.add_subplot(111, projection='3d')\n", + "\n", + "plot_decision_regions_3d(X, y, clf=clf, z_slices=z_levels, ax=ax)\n", + "\n", + "plt.title('3D Stacked Decision Regions')\n", + "plt.show()" + ] + } + ], + "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": "3.12.5" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/mlxtend/plotting/__init__.py b/mlxtend/plotting/__init__.py index c1f8b685a..c427bd440 100644 --- a/mlxtend/plotting/__init__.py +++ b/mlxtend/plotting/__init__.py @@ -4,8 +4,10 @@ # # License: BSD 3 clause + from .checkerboard import checkerboard_plot from .decision_regions import plot_decision_regions +from .decision_regions_3d import plot_decision_regions_3d from .ecdf import ecdf from .enrichment_plot import enrichment_plot from .heatmap import heatmap @@ -23,6 +25,7 @@ __all__ = [ "plot_learning_curves", "plot_decision_regions", + "plot_decision_regions_3d", "plot_confusion_matrix", "plot_sequential_feature_selection", "plot_linear_regression", diff --git a/mlxtend/plotting/decision_regions_3d.py b/mlxtend/plotting/decision_regions_3d.py new file mode 100644 index 000000000..719c71777 --- /dev/null +++ b/mlxtend/plotting/decision_regions_3d.py @@ -0,0 +1,54 @@ +import matplotlib.pyplot as plt +import numpy as np + + +def plot_decision_regions_3d( + X, + y, + clf, + z_slices, + feature_index=(0, 1, 2), + ax=None, + res=0.02, + scatter_points=True, + alpha=0.3, +): + """ + Stack 2D decision regions in a 3D space. + """ + if ax is None: + fig = plt.figure(figsize=(10, 8)) + ax = fig.add_subplot(111, projection="3d") + colors = ("red", "blue", "lightgreen", "gray", "cyan") + markers = ("s", "x", "o", "^", "v") + + x_min, x_max = X[:, feature_index[0]].min() - 1, X[:, feature_index[0]].max() + 1 + y_min, y_max = X[:, feature_index[1]].min() - 1, X[:, feature_index[1]].max() + 1 + + xx, yy = np.meshgrid(np.arange(x_min, x_max, res), np.arange(y_min, y_max, res)) + + for z_val in z_slices: + n_points = xx.ravel().shape[0] + grid_points = np.c_[xx.ravel(), yy.ravel(), np.full(n_points, z_val)] + + Z = clf.predict(grid_points) + Z = Z.reshape(xx.shape) + + ax.contourf(xx, yy, Z, zdir="z", offset=z_val, alpha=alpha, cmap="RdYlBu") + if scatter_points: + for idx, cl in enumerate(np.unique(y)): + ax.scatter( + X[y == cl, feature_index[0]], + X[y == cl, feature_index[1]], + X[y == cl, feature_index[2]], + alpha=0.8, + c=colors[idx % len(colors)], + marker=markers[idx % len(markers)], + label=f"Class {cl}", + ) + ax.set_xlabel(f"Feature {feature_index[0]}") + ax.set_ylabel(f"Feature {feature_index[1]}") + ax.set_zlabel(f"Feature {feature_index[2]}") + ax.legend(loc="upper left") + + return ax diff --git a/mlxtend/plotting/tests/test_decision_regions_3d.py b/mlxtend/plotting/tests/test_decision_regions_3d.py new file mode 100644 index 000000000..87ec77db4 --- /dev/null +++ b/mlxtend/plotting/tests/test_decision_regions_3d.py @@ -0,0 +1,18 @@ +import matplotlib.pyplot as plt +import numpy as np +import pytest +from sklearn.svm import SVC + +from mlxtend.plotting import plot_decision_regions_3d + + +def test_plot_decision_regions_3d(): + X = np.array([[1, 2, 3], [4, 5, 6], [1, 1, 1], [5, 5, 5]]) + y = np.array([0, 1, 0, 1]) + clf = SVC().fit(X, y) + + try: + plot_decision_regions_3d(X, y, clf, z_slices=[1, 3, 5]) + plt.close() + except Exception as e: + pytest.fail(f"3D plotting failed: {e}")