examples.md

Examples

This webpage contains the notebook examples for the aeon library. The examples are organised into categories based on module and functionality. The examples are designed to provide a comprehensive overview of a module, functionality or a specific algorithm.

Classification

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:::{grid-item-card} :img-top: examples/classification/img/tsc.png :class-img-top: aeon-card-image-m :link: /examples/classification/classification.ipynb :link-type: ref :text-align: center

Overview of Time Series Classification (TSC)

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:::{grid-item-card} :img-top: examples/classification/img/convolution.png :class-img-top: aeon-card-image-m :link: /examples/classification/convolution_based.ipynb :link-type: ref :text-align: center

Convolution based TSC

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:::{grid-item-card} :img-top: examples/classification/img/it.png :class-img-top: aeon-card-image-m :link: /examples/classification/deep_learning.ipynb :link-type: ref :text-align: center Deep learning based TSC

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:::{grid-item-card} :img-top: examples/classification/img/hist.png :class-img-top: aeon-card-image-m :link: /examples/classification/dictionary_based.ipynb :link-type: ref :text-align: center

Dictionary based TSC

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:::{grid-item-card} :img-top: examples/classification/img/dtw.png :class-img-top: aeon-card-image-m :link: /examples/classification/distance_based.ipynb :link-type: ref :text-align: center

Distance based TSC

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:::{grid-item-card} :img-top: examples/classification/img/pipeline.png :class-img-top: aeon-card-image-m :link: /examples/classification/feature_based.ipynb :link-type: ref :text-align: center

Feature based TSC

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:::{grid-item-card} :img-top: examples/classification/img/hc2.png :class-img-top: aeon-card-image-m :link: /examples/classification/hybrid.ipynb :link-type: ref :text-align: center

Hybrid TSC

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:::{grid-item-card} :img-top: examples/classification/img/interval.png :class-img-top: aeon-card-image-m :link: /examples/classification/interval_based.ipynb :link-type: ref :text-align: center

Interval based TSC

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:::{grid-item-card} :img-top: examples/classification/img/shapelet.png :class-img-top: aeon-card-image-m :link: /examples/classification/shapelet_based.ipynb :link-type: ref :text-align: center

Shapelet based TSC

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:::{grid-item-card} :img-top: examples/classification/img/early_classification.png :class-img-top: aeon-card-image-m :link: /examples/classification/early_classification.ipynb :link-type: ref :text-align: center

Early TSC

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:::{grid-item-card} :img-top: examples/classification/img/rotation_forest.png :class-img-top: aeon-card-image-m :link: /examples/classification/rotation_forest.ipynb :link-type: ref :text-align: center

Rotation Forest Classifier

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Regression

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:::{grid-item-card} :img-top: examples/regression/img/tser.png :class-img-top: aeon-card-image-m :link: /examples/regression/regression.ipynb :link-type: ref :text-align: center

Overview of Time Series Regression (TSR)

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Clustering

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:::{grid-item-card} :img-top: examples/clustering/img/tscl.png :class-img-top: aeon-card-image-m :link: /examples/clustering/clustering.ipynb :link-type: ref :text-align: center

Overview of Time Series Clustering (TSCL)

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:::{grid-item-card} :img-top: examples/clustering/img/partitional.png :class-img-top: aeon-card-image-m :link: /examples/clustering/partitional_clustering.ipynb :link-type: ref :text-align: center

Partitional TSCL

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Transformation

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:::{grid-item-card} :img-top: examples/transformations/img/transformations.png :class-img-top: aeon-card-image-m :link: /examples/transformations/transformations.ipynb :link-type: ref :text-align: center

Overview of Transformations

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:::{grid-item-card} :img-top: examples/transformations/img/preprocessing.png :class-img-top: aeon-card-image-m :link: /examples/transformations/preprocessing.ipynb :link-type: ref :text-align: center

Preprocessing time series

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:::{grid-item-card} :img-top: examples/transformations/img/tsfresh.png :class-img-top: aeon-card-image-m :link: /examples/transformations/tsfresh.ipynb :link-type: ref :text-align: center

TSFresh transform

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:::{grid-item-card} :img-top: examples/transformations/img/catch22.png :class-img-top: aeon-card-image-m :link: /examples/transformations/catch22.ipynb :link-type: ref :text-align: center

Catch22 transform

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:::{grid-item-card} :img-top: examples/transformations/img/rocket.png :class-img-top: aeon-card-image-m :link: /examples/transformations/rocket.ipynb :link-type: ref :text-align: center

Rocket transform

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:::{grid-item-card} :img-top: examples/transformations/img/mini_rocket.png :class-img-top: aeon-card-image-m :link: /examples/transformations/minirocket.ipynb :link-type: ref :text-align: center

MiniRocket transform

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:::{grid-item-card} :img-top: examples/transformations/img/sast.png :class-img-top: aeon-card-image-m :link: /examples/transformations/sast.ipynb :link-type: ref :text-align: center

SAST transform

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:::{grid-item-card} :img-top: examples/transformations/img/signature.png :class-img-top: aeon-card-image-m :link: /examples/transformations/signature_method.ipynb :link-type: ref :text-align: center

Signature method

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:::{grid-item-card} :img-top: images/logo/aeon-logo-blue-2-transparent.png :class-img-top: aeon-card-image-m :link: /examples/transformations/channel_selection.ipynb :link-type: ref :text-align: center

Channel selection

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Segmentation

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:::{grid-item-card} :img-top: examples/segmentation/img/segmentation.png :class-img-top: aeon-card-image-m :link: /examples/segmentation/segmentation.ipynb :link-type: ref :text-align: center

Intro to segmentation

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:::{grid-item-card} :img-top: examples/segmentation/img/clasp.png :class-img-top: aeon-card-image-m :link: /examples/segmentation/segmentation_with_clasp.ipynb :link-type: ref :text-align: center

ClaSP segmentation

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:::{grid-item-card} :img-top: examples/segmentation/img/hidalgo.png :class-img-top: aeon-card-image-m :link: /examples/segmentation/hidalgo_segmentation.ipynb :link-type: ref :text-align: center

Hidalgo segmentation

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Distances

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:::{grid-item-card} :img-top: examples/distances/img/distances.png :class-img-top: aeon-card-image-m :link: /examples/distances/distances.ipynb :link-type: ref :text-align: center

Distance functions

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:::{grid-item-card} :img-top: examples/distances/img/svm.png :class-img-top: aeon-card-image-m :link: /examples/distances/sklearn_distances.ipynb :link-type: ref :text-align: center

Using aeon distances with scikit-learn

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Similarity Search

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:::{grid-item-card} :img-top: examples/similarity_search/img/sim_search.png :class-img-top: aeon-card-image-m :link: /examples/similarity_search/similarity_search.ipynb :link-type: ref :text-align: center

Intro to similarity search

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:::{grid-item-card} :img-top: examples/similarity_search/img/distance_profile.png :class-img-top: aeon-card-image-m :link: /examples/similarity_search/distance_profiles.ipynb :link-type: ref :text-align: center

Deep dive into distance profiles

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:::{grid-item-card} :img-top: examples/similarity_search/img/code_speed.png :class-img-top: aeon-card-image-m :link: /examples/similarity_search/code_speed.ipynb :link-type: ref :text-align: center

Benchmarking of similarity search speed-ups

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Forecasting

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:::{grid-item-card} :img-top: images/logo/aeon-logo-blue-2-transparent.png :class-img-top: aeon-card-image-m :link: /examples/forecasting/forecasting.ipynb :link-type: ref :text-align: center

Forecasting

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Data Formatting and Loading

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:::{grid-item-card} :img-top: examples/datasets/img/data.png :class-img-top: aeon-card-image-m :link: /examples/datasets/datasets.ipynb :link-type: ref :text-align: center

Data in aeon

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:::{grid-item-card} :img-top: images/logo/aeon-logo-blue-2-transparent.png :class-img-top: aeon-card-image-m :link: /examples/datasets/data_loading.ipynb :link-type: ref :text-align: center

How series are stored in file and loaded into memory

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:::{grid-item-card} :img-top: images/logo/aeon-logo-blue-2-transparent.png :class-img-top: aeon-card-image-m :link: /examples/datasets/provided_data.ipynb :link-type: ref :text-align: center

Example data sets

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:::{grid-item-card} :img-top: images/logo/aeon-logo-blue-2-transparent.png :class-img-top: aeon-card-image-m :link: /examples/datasets/load_data_from_web.ipynb :link-type: ref :text-align: center

Loading data from the web

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:::{grid-item-card} :img-top: images/logo/aeon-logo-blue-2-transparent.png :class-img-top: aeon-card-image-m :link: /examples/datasets/data_unequal.ipynb :link-type: ref :text-align: center

Unequal length series

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Benchmarking

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:::{grid-item-card} :img-top: images/logo/aeon-logo-blue-2-transparent.png :class-img-top: aeon-card-image-m :link: /examples/benchmarking/benchmarking.ipynb :link-type: ref :text-align: center

Benchmarking algorithms

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:::{grid-item-card} :img-top: images/logo/aeon-logo-blue-2-transparent.png :class-img-top: aeon-card-image-m :link: /examples/benchmarking/published_results.ipynb :link-type: ref :text-align: center

Loading published results

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:::{grid-item-card} :img-top: images/logo/aeon-logo-blue-2-transparent.png :class-img-top: aeon-card-image-m :link: /examples/benchmarking/reference_results.ipynb :link-type: ref :text-align: center

Getting estimator reference results

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:::{grid-item-card} :img-top: images/logo/aeon-logo-blue-2-transparent.png :class-img-top: aeon-card-image-m :link: /examples/benchmarking/regression.ipynb :link-type: ref :text-align: center

Benchmarking extrinsic regression algorithms

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Base

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:::{grid-item-card} :img-top: images/logo/aeon-logo-blue-2-transparent.png :class-img-top: aeon-card-image-m :link: /examples/base/base_classes.ipynb :link-type: ref :text-align: center

aeon base classes

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:::{grid-item-card} :img-top: images/logo/aeon-logo-blue-2-transparent.png :class-img-top: aeon-card-image-m :link: /examples/base/series_estimator.ipynb :link-type: ref :text-align: center

Series base classes

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Visualisation

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:::{grid-item-card} :img-top: images/logo/aeon-logo-blue-2-transparent.png :class-img-top: aeon-card-image-m :link: /examples/visualisation/plotting_series.ipynb :link-type: ref :text-align: center

Plotting time series

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:::{grid-item-card} :img-top: images/logo/aeon-logo-blue-2-transparent.png :class-img-top: aeon-card-image-m :link: /examples/visualisation/plotting_results.ipynb :link-type: ref :text-align: center

Plotting results

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:::{grid-item-card} :img-top: images/logo/aeon-logo-blue-2-transparent.png :class-img-top: aeon-card-image-m :link: /examples/visualisation/plotting_series.ipynb :link-type: ref :text-align: center

Plotting for specific learning tasks

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