{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Distance based time series classification in aeon\n", "\n", "Distance based classifiers use a time series specific distance function to measure the\n", "similarity between time series. Time series distance functions are\n", "often called elastic distances, since they compensate for possible misalignment\n", "between series by shifting or editing the series.\n", "\n", " Dynamic time warping is the best\n", "known elastic distance measure. This image\n", "demonstrates how a warping path is found between two series\n", "\"A\n", "\n", "We have a range of elastic distance functions in the distances module. Please see the\n", " [distance notebook](../distances/distances.ipynb) for more information.\n", " Distance functions have been mostly used with a nearest neighbour (NN) classifier,\n", " but you can use them with [sklearn and aeon distances](../distances/sklearn_distances.ipynb)\n", "\n", "\"Example\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load data and list distance based classifiers\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "execution": { "iopub.execute_input": "2020-12-19T14:30:11.686582Z", "iopub.status.busy": "2020-12-19T14:30:11.686095Z", "iopub.status.idle": "2020-12-19T14:30:12.406787Z", "shell.execute_reply": "2020-12-19T14:30:12.407326Z" } }, "outputs": [ { "data": { "text/plain": [ "[('ElasticEnsemble',\n", " aeon.classification.distance_based._elastic_ensemble.ElasticEnsemble),\n", " ('KNeighborsTimeSeriesClassifier',\n", " aeon.classification.distance_based._time_series_neighbors.KNeighborsTimeSeriesClassifier),\n", " ('MatrixProfileClassifier',\n", " aeon.classification.feature_based._matrix_profile_classifier.MatrixProfileClassifier),\n", " ('ShapeDTW', aeon.classification.distance_based._shape_dtw.ShapeDTW)]" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import warnings\n", "\n", "from sklearn import metrics\n", "\n", "from aeon.datasets import load_italy_power_demand\n", "from aeon.registry import all_estimators\n", "\n", "warnings.filterwarnings(\"ignore\")\n", "all_estimators(\"classifier\", filter_tags={\"algorithm_type\": \"distance\"})" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "## Distance based classifiers\n", "The data was derived from twelve monthly electrical power demand time series from Italy and first used in the paper \"Intelligent Icons: Integrating Lite-Weight Data Mining and Visualization into GUI Operating Systems\". The classification task is to distinguish days from Oct to March (inclusive) from April to September.\n", "\n", "The dataset consists of 1096 rows in total. Each row represents a day of Italys electric power consumption. All days have a label either 1 or 2. 67 rows are used for training and the rest are for testing. " ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(67, 1, 24) (67,) (1029, 1, 24) (1029,)\n" ] } ], "source": [ "X_train, y_train = load_italy_power_demand(split=\"train\", return_X_y=True)\n", "X_test, y_test = load_italy_power_demand(split=\"test\", return_X_y=True)\n", "print(X_train.shape, y_train.shape, X_test.shape, y_test.shape)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "fig, axs = plt.subplots(2, 2, figsize=(8, 6))\n", "axs[1, 1].axis(\"off\")\n", "axs[1, 0].axis(\"off\")\n", "ax_combined = fig.add_subplot(2, 1, (2, 3))\n", "axs[0, 0].set_title(\"All days class 1\")\n", "axs[0, 1].set_title(\"All days class 2\")\n", "ax_combined.set_title(\"Both classes on top of each other\")\n", "for i in np.where(y_test == \"1\")[0]:\n", " axs[0, 0].plot(X_test[i][0], alpha=0.1, color=\"cornflowerblue\", linestyle=\"solid\")\n", " ax_combined.plot(X_test[i][0], alpha=0.1, color=\"cornflowerblue\", linestyle=\"--\")\n", "for i in np.where(y_test == \"2\")[0]:\n", " axs[0, 1].plot(X_test[i][0], alpha=0.1, color=\"orange\", linestyle=\"solid\")\n", " ax_combined.plot(X_test[i][0], alpha=0.1, color=\"orange\", linestyle=\":\")" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from aeon.classification.distance_based import (\n", " ElasticEnsemble,\n", " KNeighborsTimeSeriesClassifier,\n", " ShapeDTW,\n", ")" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "## K-NN: KNeighborsTimeSeriesClassifier in aeon\n", "k-NN is often called a lazy classifier, because there is little work done in\n", "the fit operation. The fit operation simply stores the training data. When we want to\n", "make a prediction for a new time series, k-NN measures the distance between the new\n", "time series and all the series in the training data and records the class of the\n", "closest k train series. The class labels of these nearest neighbours are used to make\n", " a prediction: if they are all the same label, then that is the prediction. If they\n", " differ, then some form of voting mechanism is required. For example, we may predict\n", " the most common class label amongst the nearest neighbours for the test instance.\n", "\n", "KNeighborsTimeSeriesClassifier in aeon is configurable to use any of the distances\n", "functions in the distance module, or it can be passed a bespoke callable. You can set\n", "the number of neighbours and the weights. Weights are used in the prediction\n", "process when neightbours differ in class values. By default all neighbours have an\n", "equal vote. There is an option to weight by distance, meaning closer neighbours have\n", "more weight in the vote." ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "0.9572400388726919" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "knn = KNeighborsTimeSeriesClassifier(distance=\"msm\", n_neighbors=3, weights=\"distance\")\n", "knn.fit(X_train, y_train)\n", "knn_preds = knn.predict(X_test)\n", "metrics.accuracy_score(y_test, knn_preds)" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "## Elastic Ensemble: ElasticEnsemble in aeon\n", "\n", "The first algorithm to significantly out perform 1-NN DTW on the UCR data was the\n", "Elastic Ensemble (EE) [1]. EE is a weighted ensemble of 11 1-NN classifiers with a\n", "range of elastic distance measures. It was the best performing distance based\n", "classifier in the bake off. Elastic distances can be slow, and EE requires cross\n", "validation to find the weights of each classifier in the ensemble. You can configure\n", "EE to use specified distance functions, and tell it how much." ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "0.9552964042759962" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ee = ElasticEnsemble(\n", " distance_measures=[\"dtw\", \"msm\"],\n", " proportion_of_param_options=0.1,\n", " proportion_train_in_param_finding=0.3,\n", " proportion_train_for_test=0.5,\n", ")\n", "ee.fit(X_train, y_train)\n", "ee_preds = ee.predict(X_test)\n", "metrics.accuracy_score(y_test, ee_preds)" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "### Shape Dynamic Time Warping: ShapeDTW in aeon.\n", "Shape based DTW (ShapeDTW) [2] works by extracting a set of shape descriptors (such\n", "as slope and derivative) over windows of each series. These series to series transformed data are then used with 1-NN with DTW.\n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "0.9650145772594753" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "shape = ShapeDTW()\n", "shape.fit(X_train, y_train)\n", "shape_preds = shape.predict(X_test)\n", "metrics.accuracy_score(y_test, shape_preds)" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "### Proximity Forest\n", "\n", "Proximity Forest [3] is a distance based ensemble of decision trees. Its is the\n", "most accurate purely distance based technique for TSC that we know of. We do not\n", "currently have a working version of PF in aeon, but would very much like to have one.\n", "please see this issue. https://github.com/aeon-toolkit/aeon/issues/159" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "### Comparing performance: coming soon\n", "\n" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "## References\n", "[1] Lines J, Bagnall A (2015) Time series classification with ensembles of elastic\n", "distance measures. Data Mining and Knowledge Discovery 29:565–592\n", "[2] Zhao J. and Itti L (2019) shapeDTW: Shape Dynamic Time Warping, Pattern\n", "Recognition 74:171-184 https://arxiv.org/pdf/1606.01601.pdf\n", "[3] Lucas et al. (2019) Proximity Forest: an effective and scalable distance-based\n", "classifier. Data Mining and Knowledge Discovery 33: 607--635 https://arxiv.org/abs/1808.10594\n", "\n" ] } ], "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": "3.11.4" } }, "nbformat": 4, "nbformat_minor": 2 }