From 00d482405b7a8df19fb606306ed5042e3c26866e Mon Sep 17 00:00:00 2001 From: Akhil-Jasson Date: Mon, 6 Jan 2025 22:53:15 +0530 Subject: [PATCH] Update Partitional clustering notebook I have addressed issue #1805 by updating the partitional_clustering notebook to include all the supported distance metrics. --- .../clustering/partitional_clustering.ipynb | 600 +++++++++--------- 1 file changed, 303 insertions(+), 297 deletions(-) diff --git a/examples/clustering/partitional_clustering.ipynb b/examples/clustering/partitional_clustering.ipynb index 5fd9ac1eec..46682130e1 100644 --- a/examples/clustering/partitional_clustering.ipynb +++ b/examples/clustering/partitional_clustering.ipynb @@ -2,6 +2,9 @@ "cells": [ { "cell_type": "markdown", + "metadata": { + "collapsed": false + }, "source": [ "# Partition based time series clustering in aeon\n", "\n", @@ -21,13 +24,13 @@ "Currently, in aeon we have $k$-means with alternative averaging methods and\n", "$k$-medoids with alternative medoids selection algorithms, and wrappers for tslearn\n", "$k$-shapes and kernel $k$-means.\n" - ], - "metadata": { - "collapsed": false - } + ] }, { "cell_type": "markdown", + "metadata": { + "collapsed": false + }, "source": [ "## Contents\n", "1. $k$-partition clustering algorithms\n", @@ -43,32 +46,17 @@ "3.4. CLARA based raNdomised Search (CLARANS)\n", "4. Performance comparison\n", "5. Recreating results" - ], - "metadata": { - "collapsed": false - } + ] }, { "cell_type": "code", - "source": [ - "# Imports and load data\n", - "from aeon.clustering import TimeSeriesKMeans, TimeSeriesKMedoids\n", - "from aeon.datasets import load_unit_test\n", - "from aeon.visualisation import plot_cluster_algorithm\n", - "\n", - "X_train, y_train = load_unit_test(split=\"train\")\n", - "(\n", - " X_test,\n", - " y_test,\n", - ") = load_unit_test(split=\"test\")\n", - "print(X_train.shape, y_train.shape, X_test.shape, y_test.shape)" - ], + "execution_count": 11, "metadata": { - "collapsed": false, "ExecuteTime": { "end_time": "2024-09-25T22:59:26.087479Z", "start_time": "2024-09-25T22:59:26.081495Z" - } + }, + "collapsed": false }, "outputs": [ { @@ -79,10 +67,25 @@ ] } ], - "execution_count": 11 + "source": [ + "# Imports and load data\n", + "from aeon.clustering import TimeSeriesKMeans, TimeSeriesKMedoids\n", + "from aeon.datasets import load_unit_test\n", + "from aeon.visualisation import plot_cluster_algorithm\n", + "\n", + "X_train, y_train = load_unit_test(split=\"train\")\n", + "(\n", + " X_test,\n", + " y_test,\n", + ") = load_unit_test(split=\"test\")\n", + "print(X_train.shape, y_train.shape, X_test.shape, y_test.shape)" + ] }, { "cell_type": "markdown", + "metadata": { + "collapsed": false + }, "source": [ "## 1. $k$-partition clustering algorithms\n", "\n", @@ -107,13 +110,13 @@ "- Assignment of series to clusters based on distance to representatives\n", "- Updating representatives to reflect new clusters\n", "- Repeat assigment and updating until convergence" - ], - "metadata": { - "collapsed": false - } + ] }, { "cell_type": "markdown", + "metadata": { + "collapsed": false + }, "source": [ "### 1.1 Representative initialisation\n", "\n", @@ -144,25 +147,17 @@ " \n", " \n", " " - ], - "metadata": { - "collapsed": false - } + ] }, { "cell_type": "code", - "source": [ - "temp = TimeSeriesKMeans(\n", - " init=\"kmeans++\", # initialisation technique: random, or kmeans++\n", - ")\n", - "print(temp.init)" - ], + "execution_count": 12, "metadata": { - "collapsed": false, "ExecuteTime": { "end_time": "2024-09-25T22:59:26.131031Z", "start_time": "2024-09-25T22:59:26.126045Z" - } + }, + "collapsed": false }, "outputs": [ { @@ -173,10 +168,18 @@ ] } ], - "execution_count": 12 + "source": [ + "temp = TimeSeriesKMeans(\n", + " init=\"kmeans++\", # initialisation technique: random, or kmeans++\n", + ")\n", + "print(temp.init)" + ] }, { "cell_type": "markdown", + "metadata": { + "collapsed": false + }, "source": [ "### 1.2 Assignment using a distance measure\n", "How a time series is assigned to a cluster is based on its distance from it to the\n", @@ -188,6 +191,11 @@ " \n", " \n", "\n", @@ -207,13 +216,13 @@ "`distance_params`. Different distance functions may have different\n", "distance parameters. Please see the [distances notebook](../distances/distances.ipynb) for more info\n", " on these functions and the [distance based clustering bake off](https://arxiv.org/abs/2205.15181) for further background and examples." - ], - "metadata": { - "collapsed": false - } + ] }, { "cell_type": "markdown", + "metadata": { + "collapsed": false + }, "source": [ "## 2. K-means clustering\n", "\n", @@ -222,32 +231,21 @@ "mean of the values in a cluster as the centre). The best distance to use with k-means is MSM [1]_ and the best averaging technique to use is MBA (to do this see\n", "above it is specified how to use barycentre averaging with MSM for k-means) [2]_.\n", "Basic usage with DTW distance with a window parameter of 0.25 as follows:\n" - ], - "metadata": { - "collapsed": false - } + ] }, { "cell_type": "code", - "source": [ - "TimeSeriesKMeans(\n", - " distance=\"dtw\", # DTW distance with 25% warping allowed\n", - " distance_params={\"window\": 0.25},\n", - ")" - ], + "execution_count": 13, "metadata": { - "collapsed": false, "ExecuteTime": { "end_time": "2024-09-25T22:59:26.166935Z", "start_time": "2024-09-25T22:59:26.159954Z" - } + }, + "collapsed": false }, "outputs": [ { "data": { - "text/plain": [ - "TimeSeriesKMeans(distance='dtw', distance_params={'window': 0.25})" - ], "text/html": [ "
TimeSeriesKMeans(distance='dtw', distance_params={'window': 0.25})
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" + ], + "text/plain": [ + "TimeSeriesKMeans(distance='dtw', distance_params={'window': 0.25})" ] }, "execution_count": 13, @@ -661,10 +662,18 @@ "output_type": "execute_result" } ], - "execution_count": 13 + "source": [ + "TimeSeriesKMeans(\n", + " distance=\"dtw\", # DTW distance with 25% warping allowed\n", + " distance_params={\"window\": 0.25},\n", + ")" + ] }, { "cell_type": "markdown", + "metadata": { + "collapsed": false + }, "source": [ "### 2.1 Updating centroids\n", "\n", @@ -695,26 +704,17 @@ "although not advisable. The averaging method can be set with the `averaging_method`\n", "for $k$-means. This can be a callable, or a string, that should be one of `mean`,\n", "or`ba`." - ], - "metadata": { - "collapsed": false - } + ] }, { "cell_type": "code", - "source": [ - "temp = TimeSeriesKMeans(distance=\"euclidean\", averaging_method=\"mean\")\n", - "print(temp.get_params())\n", - "TimeSeriesKMeans(\n", - " distance=\"msm\", averaging_method=\"ba\", average_params={\"max_iters\": 10}\n", - ")" - ], + "execution_count": 14, "metadata": { - "collapsed": false, "ExecuteTime": { "end_time": "2024-09-25T22:59:26.219795Z", "start_time": "2024-09-25T22:59:26.210818Z" - } + }, + "collapsed": false }, "outputs": [ { @@ -726,9 +726,6 @@ }, { "data": { - "text/plain": [ - "TimeSeriesKMeans(average_params={'max_iters': 10})" - ], "text/html": [ "
TimeSeriesKMeans(average_params={'max_iters': 10})
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" + ], + "text/plain": [ + "TimeSeriesKMeans(average_params={'max_iters': 10})" ] }, "execution_count": 14, @@ -1142,10 +1142,19 @@ "output_type": "execute_result" } ], - "execution_count": 14 + "source": [ + "temp = TimeSeriesKMeans(distance=\"euclidean\", averaging_method=\"mean\")\n", + "print(temp.get_params())\n", + "TimeSeriesKMeans(\n", + " distance=\"msm\", averaging_method=\"ba\", average_params={\"max_iters\": 10}\n", + ")" + ] }, { "cell_type": "markdown", + "metadata": { + "collapsed": false + }, "source": [ "2.2 Example usage of $k$-means\n", "\n", @@ -1153,32 +1162,17 @@ "to the above parameters, $k$-means also has `max_iter` and `random_state` parameters.\n", " `max_iter` specifies the maximum number of iterations to allow. `random_state`\n", " seeds the clusterer to make it deterministic." - ], - "metadata": { - "collapsed": false - } + ] }, { "cell_type": "code", - "source": [ - "k_means = TimeSeriesKMeans(\n", - " n_clusters=2, # Number of desired centers\n", - " init=\"random\", # initialisation technique: random, first or kmeans++\n", - " max_iter=10, # Maximum number of iterations for refinement on training set\n", - " distance=\"dtw\", # Distance metric to use\n", - " averaging_method=\"mean\", # Averaging technique to use\n", - " random_state=1, # Makes deterministic\n", - ")\n", - "\n", - "k_means.fit(X_train)\n", - "plot_cluster_algorithm(k_means, X_test, k_means.n_clusters)" - ], + "execution_count": 15, "metadata": { - "collapsed": false, "ExecuteTime": { "end_time": "2024-09-25T22:59:26.583329Z", "start_time": "2024-09-25T22:59:26.264674Z" - } + }, + "collapsed": false }, "outputs": [ { @@ -1202,65 +1196,61 @@ }, { "data": { + "image/png": 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", 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" + ] }, "metadata": {}, "output_type": "display_data" } ], - "execution_count": 15 + "source": [ + "k_means = TimeSeriesKMeans(\n", + " n_clusters=2, # Number of desired centers\n", + " init=\"random\", # initialisation technique: random, first or kmeans++\n", + " max_iter=10, # Maximum number of iterations for refinement on training set\n", + " distance=\"dtw\", # Distance metric to use\n", + " averaging_method=\"mean\", # Averaging technique to use\n", + " random_state=1, # Makes deterministic\n", + ")\n", + "\n", + "k_means.fit(X_train)\n", + "plot_cluster_algorithm(k_means, X_test, k_means.n_clusters)" + ] }, { "cell_type": "markdown", + "metadata": { + "collapsed": false + }, "source": [ "We have formed two clusters. The pattern of the two centroids seems fairly similar,\n", "and the separation of clusters does not seem very good.\n", "For a range of clusteirng comparison algorithms, see the [sklearn clustering API]\n", "(https://scikit-learn.org/stable/modules/clustering.html#clustering-performance-evaluation)\n" - ], - "metadata": { - "collapsed": false - } + ] }, { "cell_type": "markdown", + "metadata": { + "collapsed": false + }, "source": [ " We think that best default configuration for $k$-means is the msm metric with\n", "barycentre averaging (see [1] for experimental support for this). We can configure\n", "this as such:" - ], - "metadata": { - "collapsed": false - } + ] }, { "cell_type": "code", - "source": [ - "# Best configuration for k-means\n", - "k_means = TimeSeriesKMeans(\n", - " n_clusters=2, # Number of desired centers\n", - " init=\"random\", # Center initialisation technique\n", - " max_iter=10, # Maximum number of iterations for refinement on training set\n", - " distance=\"msm\", # Distance metric to use\n", - " averaging_method=\"ba\", # Averaging technique to use\n", - " random_state=1,\n", - " average_params={\n", - " \"distance\": \"msm\",\n", - " },\n", - ")\n", - "\n", - "k_means.fit(X_train)\n", - "plot_cluster_algorithm(k_means, X_test, k_means.n_clusters)" - ], + "execution_count": 17, "metadata": { - "collapsed": false, "ExecuteTime": { "end_time": "2024-09-25T22:59:26.971081Z", "start_time": "2024-09-25T22:59:26.663723Z" - } + }, + "collapsed": false }, "outputs": [ { @@ -1284,30 +1274,49 @@ }, { "data": { + "image/png": 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", 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" + ] }, "metadata": {}, "output_type": "display_data" } ], - "execution_count": 17 + "source": [ + "# Best configuration for k-means\n", + "k_means = TimeSeriesKMeans(\n", + " n_clusters=2, # Number of desired centers\n", + " init=\"random\", # Center initialisation technique\n", + " max_iter=10, # Maximum number of iterations for refinement on training set\n", + " distance=\"msm\", # Distance metric to use\n", + " averaging_method=\"ba\", # Averaging technique to use\n", + " random_state=1,\n", + " average_params={\n", + " \"distance\": \"msm\",\n", + " },\n", + ")\n", + "\n", + "k_means.fit(X_train)\n", + "plot_cluster_algorithm(k_means, X_test, k_means.n_clusters)" + ] }, { "cell_type": "markdown", + "metadata": { + "collapsed": false + }, "source": [ "We have formed two clusters with barycentre averaging using MSM distance. The centroids\n", "seem more distinct in shape now, with the first cluster centroid looking much\n", "flatter than the second." - ], - "metadata": { - "collapsed": false - } + ] }, { "cell_type": "markdown", + "metadata": { + "collapsed": false + }, "source": [ "## 3. K-medoids clustering\n", "$k$-medoids is another popular TSCL approach. The goal is to partition n\n", @@ -1316,27 +1325,17 @@ " PAM is the default and is the most accurate but is slower than alternate [3]. The\n", " best distance to use with all variants of k-medoids is MSM [1][3]. Basic usage is\n", " as follows:\n" - ], - "metadata": { - "collapsed": false - } + ] }, { "cell_type": "code", - "source": [ - "temp2 = TimeSeriesKMedoids(\n", - " distance=\"msm\", # MSM distance with c parameter set to 0.2 and 90% window.\n", - " distance_params={\"c\": 2.0, \"window\": 0.9, \"independent\": True},\n", - ")\n", - "print(temp.distance, \", \", temp.distance_params)\n", - "print(temp2.distance, \", \", temp2.distance_params)" - ], + "execution_count": 19, "metadata": { - "collapsed": false, "ExecuteTime": { "end_time": "2024-09-25T22:59:27.013939Z", "start_time": "2024-09-25T22:59:27.008977Z" - } + }, + "collapsed": false }, "outputs": [ { @@ -1348,10 +1347,20 @@ ] } ], - "execution_count": 19 + "source": [ + "temp2 = TimeSeriesKMedoids(\n", + " distance=\"msm\", # MSM distance with c parameter set to 0.2 and 90% window.\n", + " distance_params={\"c\": 2.0, \"window\": 0.9, \"independent\": True},\n", + ")\n", + "print(temp.distance, \", \", temp.distance_params)\n", + "print(temp2.distance, \", \", temp2.distance_params)" + ] }, { "cell_type": "markdown", + "metadata": { + "collapsed": false + }, "source": [ "There are several variants of medoid based clustering algorithms in aeon:\n", "\n", @@ -1364,32 +1373,17 @@ "3.4. CLARA based raNdomised Search (CLARANS): class `TimeSeriesCLARANS`\n", "\n", "We start with an example showing the important parameters and using DTW distance." - ], - "metadata": { - "collapsed": false - } + ] }, { "cell_type": "code", - "source": [ - "k_medoids = TimeSeriesKMedoids(\n", - " n_clusters=2, # Number of desired centers\n", - " init=\"random\", # Center initialisation technique\n", - " max_iter=10, # Maximum number of iterations for refinement on training set\n", - " verbose=False, # Verbose\n", - " distance=\"dtw\", # Distance to use\n", - " random_state=1,\n", - ")\n", - "\n", - "k_medoids.fit(X_train)\n", - "plot_cluster_algorithm(k_medoids, X_test, k_medoids.n_clusters)" - ], + "execution_count": 20, "metadata": { - "collapsed": false, "ExecuteTime": { "end_time": "2024-09-25T22:59:27.392924Z", "start_time": "2024-09-25T22:59:27.106691Z" - } + }, + "collapsed": false }, "outputs": [ { @@ -1413,19 +1407,34 @@ }, { "data": { + "image/png": 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", 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" + ] }, "metadata": {}, "output_type": "display_data" } ], - "execution_count": 20 + "source": [ + "k_medoids = TimeSeriesKMedoids(\n", + " n_clusters=2, # Number of desired centers\n", + " init=\"random\", # Center initialisation technique\n", + " max_iter=10, # Maximum number of iterations for refinement on training set\n", + " verbose=False, # Verbose\n", + " distance=\"dtw\", # Distance to use\n", + " random_state=1,\n", + ")\n", + "\n", + "k_medoids.fit(X_train)\n", + "plot_cluster_algorithm(k_medoids, X_test, k_medoids.n_clusters)" + ] }, { "cell_type": "markdown", + "metadata": { + "collapsed": false + }, "source": [ "### 3.1 Partitioning Around the Medoids (PAM): class `TimeSeriesKMedoids`, method =\n", "`pam`\n", @@ -1435,44 +1444,30 @@ "currently members of. This reduces the risk of premature convergence. Trying out all\n", "case combinations of medoids is exponential in time complexity, so PAM employs an\n", "heuristic. WE demonstrate the" - ], - "metadata": { - "collapsed": false - } + ] }, { "cell_type": "markdown", + "metadata": { + "collapsed": false + }, "source": [ "The above shows the basic usage for K-medoids. `TimeSeriesKMedoids` uses\n", "the partition around medoids (PAM) algorithm by default to update the centres.\n", "The parameter key to k-medoids is the distance and is what we\n", "can adjust to improve performance for time series. We have found that using MSM with\n", "PAM produces better clusters on average [1]:\n" - ], - "metadata": { - "collapsed": false - } + ] }, { "cell_type": "code", - "source": [ - "k_medoids = TimeSeriesKMedoids(\n", - " n_clusters=2, # Number of desired centers\n", - " init=\"random\", # Center initialisation technique\n", - " max_iter=10, # Maximum number of iterations for refinement on training set\n", - " distance=\"msm\", # Distance to use\n", - " random_state=1,\n", - ")\n", - "\n", - "k_medoids.fit(X_train)\n", - "plot_cluster_algorithm(k_medoids, X_test, k_medoids.n_clusters)" - ], + "execution_count": 21, "metadata": { - "collapsed": false, "ExecuteTime": { "end_time": "2024-09-25T22:59:27.837915Z", "start_time": "2024-09-25T22:59:27.406888Z" - } + }, + "collapsed": false }, "outputs": [ { @@ -1496,19 +1491,33 @@ }, { "data": { + "image/png": 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", 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" + ] }, "metadata": {}, "output_type": "display_data" } ], - "execution_count": 21 + "source": [ + "k_medoids = TimeSeriesKMedoids(\n", + " n_clusters=2, # Number of desired centers\n", + " init=\"random\", # Center initialisation technique\n", + " max_iter=10, # Maximum number of iterations for refinement on training set\n", + " distance=\"msm\", # Distance to use\n", + " random_state=1,\n", + ")\n", + "\n", + "k_medoids.fit(X_train)\n", + "plot_cluster_algorithm(k_medoids, X_test, k_medoids.n_clusters)" + ] }, { "cell_type": "markdown", + "metadata": { + "collapsed": false + }, "source": [ "### 3.2 Alternate k-medoids\n", "

In addition there is another popular way of performing k-medoids which is\n", @@ -1517,32 +1526,17 @@ "it uses the medoid. This method is generally faster than PAM however it tends to be less\n", "accurate. This method can be used by parsing 'alternate' as the parameter to\n", "TimeSeriesKMedoids.

" - ], - "metadata": { - "collapsed": false - } + ] }, { "cell_type": "code", - "source": [ - "k_medoids = TimeSeriesKMedoids(\n", - " n_clusters=2, # Number of desired centers\n", - " init=\"random\", # Center initialisation technique\n", - " max_iter=10, # Maximum number of iterations for refinement on training set\n", - " distance=\"msm\", # Distance to use\n", - " random_state=1,\n", - " method=\"alternate\",\n", - ")\n", - "\n", - "k_medoids.fit(X_train)\n", - "plot_cluster_algorithm(k_medoids, X_test, k_medoids.n_clusters)" - ], + "execution_count": 23, "metadata": { - "collapsed": false, "ExecuteTime": { "end_time": "2024-09-25T22:59:28.158023Z", "start_time": "2024-09-25T22:59:27.883756Z" - } + }, + "collapsed": false }, "outputs": [ { @@ -1563,19 +1557,34 @@ }, { "data": { + "image/png": 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", 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" + ] }, "metadata": {}, "output_type": "display_data" } ], - "execution_count": 23 + "source": [ + "k_medoids = TimeSeriesKMedoids(\n", + " n_clusters=2, # Number of desired centers\n", + " init=\"random\", # Center initialisation technique\n", + " max_iter=10, # Maximum number of iterations for refinement on training set\n", + " distance=\"msm\", # Distance to use\n", + " random_state=1,\n", + " method=\"alternate\",\n", + ")\n", + "\n", + "k_medoids.fit(X_train)\n", + "plot_cluster_algorithm(k_medoids, X_test, k_medoids.n_clusters)" + ] }, { "cell_type": "markdown", + "metadata": { + "collapsed": false + }, "source": [ "

3.3 Clustering LARge Applications (CLARA): class `TimeSeriesCLARA`

\n", "

Clustering LARge Applications (CLARA) [4]_ improves the run time performance of\n", @@ -1583,31 +1592,17 @@ "cluster centres. This greatly improves the time taken to train the model however,\n", "degrades the quality of the clusters.\n", "\n" - ], - "metadata": { - "collapsed": false - } + ] }, { "cell_type": "code", - "source": [ - "from aeon.clustering import TimeSeriesCLARA\n", - "\n", - "clara = TimeSeriesCLARA(\n", - " n_clusters=2, # Number of desired centers\n", - " max_iter=10, # Maximum number of iterations for refinement on training set\n", - " distance=\"msm\", # Distance to use\n", - " random_state=1,\n", - ")\n", - "clara.fit(X_train)\n", - "plot_cluster_algorithm(clara, X_test, clara.n_clusters)" - ], + "execution_count": 24, "metadata": { - "collapsed": false, "ExecuteTime": { "end_time": "2024-09-25T22:59:28.633260Z", "start_time": "2024-09-25T22:59:28.176972Z" - } + }, + "collapsed": false }, "outputs": [ { @@ -1631,19 +1626,33 @@ }, { "data": { + "image/png": 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", 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" + ] }, "metadata": {}, "output_type": "display_data" } ], - "execution_count": 24 + "source": [ + "from aeon.clustering import TimeSeriesCLARA\n", + "\n", + "clara = TimeSeriesCLARA(\n", + " n_clusters=2, # Number of desired centers\n", + " max_iter=10, # Maximum number of iterations for refinement on training set\n", + " distance=\"msm\", # Distance to use\n", + " random_state=1,\n", + ")\n", + "clara.fit(X_train)\n", + "plot_cluster_algorithm(clara, X_test, clara.n_clusters)" + ] }, { "cell_type": "markdown", + "metadata": { + "collapsed": false + }, "source": [ "### 3.4. CLARA based raNdomised Search (CLARANS): class `TimeSeriesCLARANS`\n", "

CLARA based raNdomised Search (CLARANS) [4] tries to improve the run time of\n", @@ -1652,30 +1661,17 @@ " results in a reduction in total deviation before continuing evaluation. It limits\n", " the number of attempts known as max neighbours to randomly select and check if\n", " total deviation is reduced. This random selection gives CLARANS an advantage when\n" - ], - "metadata": { - "collapsed": false - } + ] }, { "cell_type": "code", - "source": [ - "from aeon.clustering import TimeSeriesCLARANS\n", - "\n", - "clara = TimeSeriesCLARANS(\n", - " n_clusters=2, # Number of desired centers\n", - " distance=\"msm\", # Distance to use\n", - " random_state=1,\n", - ")\n", - "clara.fit(X_train)\n", - "plot_cluster_algorithm(clara, X_test, clara.n_clusters)" - ], + "execution_count": 25, "metadata": { - "collapsed": false, "ExecuteTime": { "end_time": "2024-09-25T22:59:28.947448Z", "start_time": "2024-09-25T22:59:28.647222Z" - } + }, + "collapsed": false }, "outputs": [ { @@ -1699,19 +1695,32 @@ }, { "data": { + "image/png": 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", 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" + ] }, "metadata": {}, "output_type": "display_data" } ], - "execution_count": 25 + "source": [ + "from aeon.clustering import TimeSeriesCLARANS\n", + "\n", + "clara = TimeSeriesCLARANS(\n", + " n_clusters=2, # Number of desired centers\n", + " distance=\"msm\", # Distance to use\n", + " random_state=1,\n", + ")\n", + "clara.fit(X_train)\n", + "plot_cluster_algorithm(clara, X_test, clara.n_clusters)" + ] }, { "cell_type": "markdown", + "metadata": { + "collapsed": false + }, "source": [ "## Performance comparison\n", "\n", @@ -1727,40 +1736,17 @@ "All the results to support these conclusions are (or will be) avaialable on the\n", "aeon companion site [tsml archive](https://www.timeseriesclassification.com/). We can\n", "download these results and recreate the performance comparison in `aeon`.\n" - ], - "metadata": { - "collapsed": false - } + ] }, { "cell_type": "code", - "source": [ - "from aeon.benchmarking.results_loaders import get_estimator_results_as_array\n", - "from aeon.visualisation import plot_critical_difference\n", - "\n", - "# 1. MSM is the most effective distance function\n", - "clusterers = [\n", - " \"kmeans-ed\",\n", - " \"kmeans-dtw\",\n", - " \"kmeans-msm\",\n", - " \"kmeans-twe\",\n", - " \"kmedoids-ed\",\n", - " \"kmedoids-dtw\",\n", - " \"kmedoids-msm\",\n", - " \"kmedoids-twe\",\n", - "]\n", - "accuracy, data_names = get_estimator_results_as_array(\n", - " task=\"clustering\", estimators=clusterers, measure=\"clacc\"\n", - ")\n", - "print(f\" Returned results in shape {accuracy.shape}\")\n", - "plt = plot_critical_difference(accuracy, clusterers)" - ], + "execution_count": 27, "metadata": { - "collapsed": false, "ExecuteTime": { "end_time": "2024-09-25T22:59:29.451166Z", "start_time": "2024-09-25T22:59:28.996288Z" - } + }, + "collapsed": false }, "outputs": [ { @@ -1772,30 +1758,53 @@ }, { "data": { + "image/png": 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", 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" + ] }, "metadata": {}, "output_type": "display_data" } ], - "execution_count": 27 + "source": [ + "from aeon.benchmarking.results_loaders import get_estimator_results_as_array\n", + "from aeon.visualisation import plot_critical_difference\n", + "\n", + "# 1. MSM is the most effective distance function\n", + "clusterers = [\n", + " \"kmeans-ed\",\n", + " \"kmeans-dtw\",\n", + " \"kmeans-msm\",\n", + " \"kmeans-twe\",\n", + " \"kmedoids-ed\",\n", + " \"kmedoids-dtw\",\n", + " \"kmedoids-msm\",\n", + " \"kmedoids-twe\",\n", + "]\n", + "accuracy, data_names = get_estimator_results_as_array(\n", + " task=\"clustering\", estimators=clusterers, measure=\"clacc\"\n", + ")\n", + "print(f\" Returned results in shape {accuracy.shape}\")\n", + "plt = plot_critical_difference(accuracy, clusterers)" + ] }, { "cell_type": "markdown", + "metadata": { + "collapsed": false + }, "source": [ "We have pulled down the test accuracies from the website for eight clustering\n", "algorithms for 111 datsets. the number of above each line is the average rank of each\n", " algorithm" - ], - "metadata": { - "collapsed": false - } + ] }, { "cell_type": "markdown", + "metadata": { + "collapsed": false + }, "source": [ "### References\n", "\n", @@ -1816,10 +1825,7 @@ "\n", "[6] F. Petitjean, A. Ketterlin and P. Gancarski, \"A global averaging method for dynamic time warping,\n", "with applications to clustering\", Pattern Recognition, vol. 44, pp. 678-693, 2011\n" - ], - "metadata": { - "collapsed": false - } + ] } ], "metadata": {