{ "cells": [ { "cell_type": "markdown", "id": "b6a9d1f0-4bda-4ffb-841f-e8fa600efd18", "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "source": [ "
\n", " ARTIFICIAL INTELLIGENCE (E016350)
\n", "ALEKSANDRA PIZURICA
\n", "GHENT UNIVERSITY
\n", "AY 2024/2025
\n", "Assistants: Xianlu Li and Nicolas Vercheval\n", "
" ] }, { "cell_type": "markdown", "id": "23e469d9", "metadata": {}, "source": [ "## Introduction to Clustering Tutorial\n", "\n", "In this tutorial, we'll explore the basics of clustering, a powerful unsupervised machine learning technique that allows us to discover groups within our data. We will begin by loading our dataset, then explain the main principle behind some of the best known clustering methods, showing practical implementation in Python and draw insights from the clustering results." ] }, { "cell_type": "code", "execution_count": 1, "id": "e458a8f4", "metadata": { "ExecuteTime": { "end_time": "2024-11-12T21:48:17.327400163Z", "start_time": "2024-11-12T21:48:16.262857704Z" } }, "outputs": [], "source": [ "import sklearn\n", "import numpy as np\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "id": "60a8920a1cb7e467", "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "source": [ "### Dataset\n", "\n", "- **Convex clusters**: Use the `make_blobs` dataset. It generates clusters around multiple center points, forming convex structures, meaning that you can draw a straight line from any point in the cluster to any other point in the cluster without leaving the cluster. These type of data are ideal for illustrating simple clustering scenarios where clusters are well-separated and blob-like.\n", "- **Non-Convex clusters**: Use the `make_moons` dataset. It generates two crescent-shaped clusters, illustrating non-convex structures, which are useful for showcasing clustering scenarios involving more complex shapes.\n" ] }, { "cell_type": "code", "execution_count": 2, "id": "649d2cb8", "metadata": { "ExecuteTime": { "start_time": "2024-11-12T21:48:17.294824737Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Generate convex dataset (make_blobs)\n", "from sklearn.datasets import make_blobs\n", "X_blobs, y_blobs = make_blobs(n_samples=1000, centers=5, cluster_std=2.0, random_state=42)\n", "\n", "# Visualize make_blobs dataset\n", "plt.scatter(X_blobs[:, 0], X_blobs[:, 1], color='b', s=50)\n", "\n", "plt.title(\"blobs\")\n", "plt.xlabel(\"Feature 1\")\n", "plt.ylabel(\"Feature 2\")\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 3, "id": "2baac766fcd8c26b", "metadata": { "ExecuteTime": { "start_time": "2024-11-12T21:48:17.295458043Z" }, "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Generate non-convex dataset (make_moons)\n", "X_moons, y_moons = sklearn.datasets.make_moons(n_samples=300, noise=0.10, random_state=42)\n", "\n", "# Visualize make_moons dataset\n", "plt.scatter(X_moons[:, 0], X_moons[:, 1], color='b', s=50)\n", "plt.title(\"moons\")\n", "plt.xlabel(\"Feature 1\")\n", "plt.ylabel(\"Feature 2\")\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "37b8f2a7", "metadata": {}, "source": [ "### Clustering Methods Overview\n", "\n", "-**K-Means, Agglomerative Hierarchical Clustering:**\n", "These methods require specifying the number of clusters (k) in advance. The correct choice of k is often ambiguous, depending on the data distribution and the desired clustering resolution. Increasing k reduces clustering error, potentially to zero if each data point is its own cluster(k = n). Thus, the optimal k balances between summarizing the data with fewer clusters and capturing detailed patterns by assigning each data point to its own cluster. In some cases, the number of clusters is known in advance. For example, classifying pixels in a remote sensing scene into urban areas, roads, vegetation and water, categorizing customers into high and low income values, or classifying disease samples into mild, moderate, and severe.\n", "\n", "-**DBSCAN:**\n", "DBSCAN does not require specifying the number of clusters. It identifies clusters based on data density, effectively handling clusters of various shapes and detecting outliers.\n", "\n" ] }, { "cell_type": "markdown", "id": "caa99a22", "metadata": {}, "source": [ "#### 1. K-Means Clustering\n", "\n", "The **K-Means algorithm** initialises the cluster centroids randomly and then alternates until convergence two steps:\n", "- assign each data point to its nearest centroid based on the Euclidean distance;\n", "- Recalculate the centroids based on the updated assignments.\n", "\n", "##### Important Hyperparameters\n", "\n", "- **`n_clusters`**: Specifies the number of clusters to form. Choosing this value carefully is crucial for achieving good clustering results.\n" ] }, { "cell_type": "markdown", "id": "76b11c64-41c7-4125-a1cb-9ac49c6e7b85", "metadata": {}, "source": [ "**Blobs dataset**" ] }, { "cell_type": "code", "execution_count": 4, "id": "5ef08b29", "metadata": { "ExecuteTime": { "start_time": "2024-11-12T21:48:17.295888072Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Running time: 0.0438 seconds\n" ] } ], "source": [ "from sklearn.cluster import KMeans\n", "import time\n", "\n", "# Apply kMeans\n", "start = time.time()\n", "kmeans = KMeans(n_clusters=5, random_state=42)\n", "y_kmeans = kmeans.fit_predict(X_blobs)\n", "end=time.time()\n", "print(f\"Running time: {end - start:.4f} seconds\")\n" ] }, { "cell_type": "code", "execution_count": 5, "id": "227fc763e9c00c4e", "metadata": { "ExecuteTime": { "start_time": "2024-11-12T21:48:17.296291276Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# visualize clustering result\n", "colors = ['b', 'g', 'r', 'c', 'm', 'y', 'k', 'orange', 'purple', 'brown', 'pink', 'gray', 'olive', 'cyan', 'magenta']\n", "\n", "def vis(X, y_predict):\n", " \n", " \n", " # get the number of clusters\n", " num_clusters = len(np.unique(y_predict))\n", " \n", " if num_clusters>len(colors):\n", " print(\"number of clusters:\", num_clusters)\n", " return -1\n", " \n", " # define color map\n", " cluster_colors = colors[:num_clusters] \n", " color_map = np.array(cluster_colors)[y_predict]\n", " \n", " # draw clustering result\n", " plt.scatter(X[:, 0], X[:, 1], color=color_map, s=50)\n", " \n", " for i in range(num_clusters):\n", " plt.scatter([], [], color=cluster_colors[i], label=f'Cluster {i}')\n", " \n", " plt.legend()\n", " plt.xlabel('Feature 1')\n", " plt.ylabel('Feature 2')\n", " plt.title('Clustering Result')\n", " plt.show()\n", "\n", "vis(X_blobs,y_kmeans)\n" ] }, { "cell_type": "markdown", "id": "f4974d98-0bee-433c-b3d3-280af4571bf6", "metadata": {}, "source": [ "**Increase the number of clusters to 8**" ] }, { "cell_type": "code", "execution_count": 6, "id": "2c26b629f50e8aed", "metadata": { "ExecuteTime": { "start_time": "2024-11-12T21:48:17.296510885Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Running time: 0.0121 seconds\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import time\n", "start = time.time()\n", "kmeans = KMeans(n_clusters=8, random_state=42)\n", "y_kmeans = kmeans.fit_predict(X_blobs)\n", "end = time.time()\n", "print(f\"Running time: {end - start:.4f} seconds\")\n", "vis(X_blobs,y_kmeans)" ] }, { "cell_type": "markdown", "id": "da52ed67-2145-4cac-bb8e-d6cdccc68fae", "metadata": {}, "source": [ "**Decrease the number of clusters to 2**" ] }, { "cell_type": "code", "execution_count": 7, "id": "16d3684e-4661-408e-bef0-a91e410c5315", "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Running time: 0.0236 seconds\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import time\n", "start = time.time()\n", "kmeans = KMeans(n_clusters=2, random_state=42)\n", "y_kmeans = kmeans.fit_predict(X_blobs)\n", "end = time.time()\n", "print(f\"Running time: {end - start:.4f} seconds\")\n", "vis(X_blobs,y_kmeans)" ] }, { "cell_type": "markdown", "id": "5c1dbbe2-6775-4896-959a-c37741372dac", "metadata": {}, "source": [ "K-Means clustering results are highly sensitive to the choice of the number of clusters. Different cluster numbers lead to significant changes in the number and shape of clusters, affecting the distribution and compactness of each cluster. With fewer clusters, the results tend to be broader, grouping many points into the same cluster. As the number of clusters increases, points within clusters become more similar, and the clustering becomes more refined." ] }, { "cell_type": "markdown", "id": "3450e201-30b1-4be3-be08-da852e41d984", "metadata": {}, "source": [ "**Moons dataset**" ] }, { "cell_type": "code", "execution_count": 8, "id": "fbf1a0800d241055", "metadata": { "ExecuteTime": { "start_time": "2024-11-12T21:48:17.297393915Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Running time: 0.0032 seconds\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Apply KMeans clustering\n", "start = time.time()\n", "kmeans = KMeans(n_clusters=2, random_state=42)\n", "y_kmeans = kmeans.fit_predict(X_moons)\n", "end = time.time()\n", "print(f\"Running time: {end - start:.4f} seconds\")\n", "vis(X_moons, y_kmeans)" ] }, { "cell_type": "markdown", "id": "75c6c80b-60aa-4966-bc53-b62695b79369", "metadata": {}, "source": [ "For datasets with complex structures, K-Means has difficulty identifying the underlying data patterns. As shown in the figure, the two clusters exhibit a clear **nonlinear boundary**, which K-Means struggles to accurately capture, resulting in clustering outcomes that do not align well with the actual cluster shapes." ] }, { "cell_type": "markdown", "id": "504f1def", "metadata": {}, "source": [ "### 2. DBSCAN (Density-Based Spatial Clustering of Applications with Noise\n", "\n", "The **DBSCAN (Density-Based Spatial Clustering of Applications with Noise)** algorithm is a density-based clustering algorithm. It groups together points that are closely packed and marks points in low-density areas as outliers. DBSCAN does not require you to specify the number of clusters in advance, making it well-suited for datasets with complex cluster shapes.\n", "\n", "##### Important Hyperparameters\n", "- **`eps`**: The maximum distance between two samples for one to be considered as in the neighborhood of the other. This value determines how close points need to be to each other to be grouped into a cluster. Choosing an appropriate `eps` is crucial, as higher `eps` indicates lower density necessary to form a cluster, while lower `eps` requires higher density.\n", "\n", "- **`min_samples`**: The minimum number of points required to form a dense region. Higher `min_samples` indicates higher density necessary to form a cluster, as more points are required to establish density." ] }, { "cell_type": "markdown", "id": "baf66f99-29ba-4221-8a6c-2a401c08e8d4", "metadata": {}, "source": [ "**Blobs dataset**" ] }, { "cell_type": "code", "execution_count": 9, "id": "2d5b0b9dfd067ffa", "metadata": { "ExecuteTime": { "start_time": "2024-11-12T21:48:17.297591987Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Running time: 0.0085 seconds\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.cluster import DBSCAN\n", "# Apply DBSCAN clustering\n", "start = time.time()\n", "dbscan = DBSCAN(eps=2.0, min_samples=10)\n", "y_dbscan = dbscan.fit_predict(X_blobs)\n", "end=time.time()\n", "print(f\"Running time: {end - start:.4f} seconds\")\n", "vis(X_blobs, y_dbscan)" ] }, { "cell_type": "markdown", "id": "b4b6bb6b-897f-4aa6-84bf-269e51857f7c", "metadata": {}, "source": [ "DBSCAN can effectively detect high-density areas but struggles to cluster noise points(red points). " ] }, { "cell_type": "markdown", "id": "3a46f5f4-5733-40a0-97f6-7cb3cda7011b", "metadata": {}, "source": [ "#### **Increase the `eps` to 4.0**" ] }, { "cell_type": "code", "execution_count": 10, "id": "07943c7f-4b1e-44eb-b004-89ae869fccb7", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Running time: 0.0085 seconds\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "start = time.time()\n", "# with larger eps\n", "dbscan = DBSCAN(eps=4.0, min_samples=10)\n", "y_dbscan = dbscan.fit_predict(X_blobs)\n", "end = time.time()\n", "print(f\"Running time: {end - start:.4f} seconds\")\n", "vis(X_blobs, y_dbscan)\n" ] }, { "cell_type": "markdown", "id": "33867899-104c-4767-b4d8-063f29680e38", "metadata": {}, "source": [ "A large `eps` value will merge clusters together, bring low density." ] }, { "cell_type": "markdown", "id": "ce499397-ec98-4ec9-8d47-dedf0623c048", "metadata": {}, "source": [ "#### **Decrease the `eps` to 1.0**" ] }, { "cell_type": "code", "execution_count": 11, "id": "ef68f580-2ca2-489e-a9a1-60a5951ffff6", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Running time: 0.0047 seconds\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "start = time.time()\n", "# with smaller eps\n", "dbscan = DBSCAN(eps=1.0, min_samples=10)\n", "y_dbscan = dbscan.fit_predict(X_blobs)\n", "end = time.time()\n", "print(f\"Running time: {end - start:.4f} seconds\")\n", "vis(X_blobs, y_dbscan)" ] }, { "cell_type": "markdown", "id": "8063039c-bdb0-4848-affd-580d2dfd3c1b", "metadata": {}, "source": [ "A small `eps` value will increase the density, more data points be treated as noise points(red points)." ] }, { "cell_type": "markdown", "id": "352746fa-aadf-45bb-905c-88a6b77dd772", "metadata": {}, "source": [ "#### **Increase the `min_samples` to 20**" ] }, { "cell_type": "code", "execution_count": 12, "id": "bf671fde-f4ad-416c-a5da-727a0b39a655", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Running time: 0.0061 seconds\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "start = time.time()\n", "# with more samples\n", "dbscan = DBSCAN(eps=2.0, min_samples=20)\n", "y_dbscan = dbscan.fit_predict(X_blobs)\n", "end = time.time()\n", "print(f\"Running time: {end - start:.4f} seconds\")\n", "vis(X_blobs, y_dbscan)" ] }, { "cell_type": "markdown", "id": "4b46c7a8-f557-4c93-93d0-216b00b76b08", "metadata": {}, "source": [ "A large `min_samples` value could increase the density, as more points are treated as noise points(red points)." ] }, { "cell_type": "markdown", "id": "7c645a69-df4a-4ced-98a5-3e4322511291", "metadata": {}, "source": [ "#### **Decrease the `min_samples` to 2**" ] }, { "cell_type": "code", "execution_count": 13, "id": "027b2122-418c-44f8-b968-5752b25e80ea", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Running time: 0.0083 seconds\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "start = time.time()\n", "# with less samples\n", "dbscan = DBSCAN(eps=2.0, min_samples=2)\n", "y_dbscan = dbscan.fit_predict(X_blobs)\n", "end = time.time()\n", "print(f\"Running time: {end - start:.4f} seconds\")\n", "vis(X_blobs, y_dbscan)" ] }, { "cell_type": "markdown", "id": "b8f6a5ca-b156-4e27-8c38-817393923ff9", "metadata": {}, "source": [ "A small `min_samples` value will decrease the density, as less points are treated as noise points(red points)." ] }, { "cell_type": "markdown", "id": "b1d0184a-f277-4deb-8b10-be6012a3e6e5", "metadata": {}, "source": [ "**Moons dataset**" ] }, { "cell_type": "code", "execution_count": 14, "id": "a24e5356", "metadata": { "ExecuteTime": { "start_time": "2024-11-12T21:48:17.297741444Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Running time: 0.0025 seconds\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "start = time.time()\n", "from sklearn.cluster import DBSCAN\n", "\n", "# Apply DBSCAN clustering\n", "dbscan = DBSCAN(eps=0.2, min_samples=5)\n", "y_dbscan = dbscan.fit_predict(X_moons)\n", "end = time.time()\n", "print(f\"Running time: {end - start:.4f} seconds\")\n", "vis(X_moons, y_dbscan)" ] }, { "cell_type": "markdown", "id": "99c8bc86-d7fe-42a4-ab7d-a157c7b27824", "metadata": {}, "source": [ "DBSCAN makes no assumptions about the data's structure or shape, which might perform well on data with complex structures." ] }, { "cell_type": "markdown", "id": "60bac577", "metadata": {}, "source": [ "#### 3. Agglomerative Hierarchical Clustering\n", "\n", "The **Agglomerative Hierarchical Clustering** algorithm is a type of hierarchical clustering that builds a hierarchy of clusters by iteratively merging smaller clusters into larger ones. It is a bottom-up approach, meaning that each data point starts as its own individual cluster, and clusters are merged step by step based on a chosen linkage criterion until a stopping condition is met, typically when the desired number of clusters is achieved.\n", "\n", "##### Important Hyperparameters\n", "- **`n_clusters`**: Specifies the number of clusters to form. This parameter is important to determine the stopping point of the hierarchical merging process.\n", "\n", "- **`linkage`**: Determines which linkage criterion to use when merging clusters. Options include:\n", " - **`ward`**: This is the default and tends to produce clusters of relatively equal sizes by minimizing the within-cluster variance.\n", " - **`complete`**: Uses the maximum distance between points in different clusters, aiming for compact clusters.\n", " - **`average`**: Uses the average distance between points in different clusters, balancing compactness and connection.\n", " - **`single`**: Uses the minimum distance between points in different clusters, often resulting in elongated clusters (also called chaining).\n" ] }, { "cell_type": "markdown", "id": "5d947316-26a9-4cf4-8a72-7540e7e5d9ef", "metadata": {}, "source": [ "**Blobs dataset**" ] }, { "cell_type": "markdown", "id": "49763f72-1631-4aca-b561-c1978d2e0125", "metadata": {}, "source": [ "**Clustering with different linkage criterion**" ] }, { "cell_type": "code", "execution_count": 15, "id": "8996a8ab", "metadata": { "ExecuteTime": { "start_time": "2024-11-12T21:48:17.297891353Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Running time: 0.0277 seconds\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.cluster import AgglomerativeClustering\n", "\n", "# Apply Agglomerative Clustering\n", "start = time.time()\n", "agg_clustering = AgglomerativeClustering(n_clusters=5, linkage='ward')\n", "y_agg = agg_clustering.fit_predict(X_blobs)\n", "end=time.time()\n", "print(f\"Running time: {end - start:.4f} seconds\")\n", "\n", "vis(X_blobs, y_agg)" ] }, { "cell_type": "code", "execution_count": 16, "id": "27363dd0-291f-43dd-a680-65a18f2df5bd", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Running time: 0.0177 seconds\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Apply Agglomerative Clustering\n", "start = time.time()\n", "agg_clustering = AgglomerativeClustering(n_clusters=5, linkage='complete')\n", "y_agg = agg_clustering.fit_predict(X_blobs)\n", "end=time.time()\n", "print(f\"Running time: {end - start:.4f} seconds\")\n", "vis(X_blobs, y_agg)" ] }, { "cell_type": "code", "execution_count": 17, "id": "51e11a58-6400-45e3-a5c6-72aec526d32b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Running time: 0.0199 seconds\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Apply Agglomerative Clustering\n", "start = time.time()\n", "agg_clustering = AgglomerativeClustering(n_clusters=5, linkage='average')\n", "y_agg = agg_clustering.fit_predict(X_blobs)\n", "end=time.time()\n", "print(f\"Running time: {end - start:.4f} seconds\")\n", "vis(X_blobs, y_agg)" ] }, { "cell_type": "code", "execution_count": 18, "id": "00469d37-1520-466c-87c8-ea9ba718a028", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Running time: 0.0114 seconds\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Apply Agglomerative Clustering\n", "start = time.time()\n", "agg_clustering = AgglomerativeClustering(n_clusters=5, linkage='single')\n", "y_agg = agg_clustering.fit_predict(X_blobs)\n", "end=time.time()\n", "print(f\"Running time: {end - start:.4f} seconds\")\n", "vis(X_blobs, y_agg)" ] }, { "cell_type": "markdown", "id": "de02d251-6d8d-47cc-a389-f56cfb6640e3", "metadata": {}, "source": [ "The linkage criterion can significantly affect clustering, as different choices may produce completely different results." ] }, { "cell_type": "markdown", "id": "8a59220f-9d68-426e-ab51-0a93069e1a1e", "metadata": {}, "source": [ "For convenience, we test the default linkage criterion `ward` with different numbers of clusters.\n", "\n", "**Increase the number of clusters to 8**" ] }, { "cell_type": "code", "execution_count": 19, "id": "4a12e1ac-2ed8-47d2-81f0-4ba35b6c009d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Running time: 0.0192 seconds\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "start = time.time()\n", "agg_clustering = AgglomerativeClustering(n_clusters=8, linkage='ward')\n", "y_agg = agg_clustering.fit_predict(X_blobs)\n", "end = time.time()\n", "print(f\"Running time: {end - start:.4f} seconds\")\n", "vis(X_blobs, y_agg)" ] }, { "cell_type": "markdown", "id": "5226c5d1-8fdf-4deb-bd08-a84289b7d88e", "metadata": {}, "source": [ "**Decrease the number of clusters to 2**" ] }, { "cell_type": "code", "execution_count": 20, "id": "e4d1c8d38087366c", "metadata": { "ExecuteTime": { "start_time": "2024-11-12T21:48:17.298036805Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Running time: 0.02 seconds\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "start = time.time()\n", "# Apply Agglomerative Clustering\n", "agg_clustering = AgglomerativeClustering(n_clusters=2, linkage='ward')\n", "y_agg = agg_clustering.fit_predict(X_blobs)\n", "end = time.time()\n", "print(f\"Running time: {end - start:.2f} seconds\")\n", "vis(X_blobs, y_agg)" ] }, { "cell_type": "markdown", "id": "297b569b-fb80-4e58-8716-c2a846c6483c", "metadata": {}, "source": [ "It shows that the clustering method can effectively separate data into different numbers of clusters and also handles noise well." ] }, { "cell_type": "markdown", "id": "e18b76fc-377b-4097-bfdb-601bb3796a91", "metadata": {}, "source": [ "**Moons dataset**" ] }, { "cell_type": "code", "execution_count": 21, "id": "fa485f526c977e6e", "metadata": { "ExecuteTime": { "start_time": "2024-11-12T21:48:17.298177017Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Running time: 0.0025 seconds\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "start = time.time()\n", "# Apply Agglomerative Clustering\n", "agg_clustering = AgglomerativeClustering(n_clusters=2, linkage='ward')\n", "y_agg = agg_clustering.fit_predict(X_moons)\n", "end = time.time()\n", "print(f\"Running time: {end - start:.4f} seconds\")\n", "vis(X_moons, y_agg)\n" ] }, { "cell_type": "code", "execution_count": 22, "id": "5d3107ec-010a-47e1-b671-d2ee2906290a", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Running time: 0.0031 seconds\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "start = time.time()\n", "# Apply Agglomerative Clustering\n", "agg_clustering = AgglomerativeClustering(n_clusters=2, linkage='complete')\n", "y_agg = agg_clustering.fit_predict(X_moons)\n", "end = time.time()\n", "print(f\"Running time: {end - start:.4f} seconds\")\n", "vis(X_moons, y_agg)" ] }, { "cell_type": "code", "execution_count": 23, "id": "b86a3268-4bcd-4b26-845d-ff7ab2dc544b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Running time: 0.0025 seconds\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "start = time.time()\n", "# Apply Agglomerative Clustering\n", "agg_clustering = AgglomerativeClustering(n_clusters=2, linkage='average')\n", "y_agg = agg_clustering.fit_predict(X_moons)\n", "end = time.time()\n", "print(f\"Running time: {end - start:.4f} seconds\")\n", "vis(X_moons, y_agg)\n", "\n" ] }, { "cell_type": "code", "execution_count": 24, "id": "714f194d-1ac0-4664-b6b6-b040328db2d5", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Running time: 0.0032 seconds\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "start = time.time()\n", "# Apply Agglomerative Clustering\n", "agg_clustering = AgglomerativeClustering(n_clusters=2, linkage='single')\n", "y_agg = agg_clustering.fit_predict(X_moons)\n", "end = time.time()\n", "print(f\"Running time: {end - start:.4f} seconds\")\n", "vis(X_moons, y_agg)\n" ] }, { "cell_type": "markdown", "id": "2bdda780-a3e7-4c0f-a5eb-bf5e19687b88", "metadata": {}, "source": [ "Agglomerative Hierarchical Clustering does not make any assumptions about the data structure or shape and can sometimes perform well on data with complex structures, depending on the chosen linkage criterion. As we can see, it perfectly recognizes the nonlinear boundary with the `single` linkage." ] }, { "cell_type": "markdown", "id": "ece29269", "metadata": {}, "source": [ "### Summary\n", "\n", "In this tutorial, we covered four popular clustering algorithms:\n", "\n", "1. **K-Means**: Effective for spherical, well-separated clusters, but sensitive to outliers and requires the number of clusters to be defined in advance.\n", "\n", "2. **DBSCAN**: Finds clusters of arbitrary shapes, but requires careful tuning of `eps` and `min_samples` to achieve optimal results but hard to cluster noise points.\n", "\n", "3. **Agglomerative Hierarchical Clustering**: Builds a hierarchy of clusters, and its performance can be varied by the chosen linkage criterion. However, it is computationally intensive.\n" ] }, { "cell_type": "code", "execution_count": null, "id": "9fbd976f-46af-4d1f-b90e-8604aa0acbed", "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": "3.10.15" } }, "nbformat": 4, "nbformat_minor": 5 }