aeon

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[ENH] Add performance metrics for anomaly detection (from TimeEval)

1

#### Reference Issues/PRs none #### What does this implement/fix? Explain your changes. - Adds a host of performance metrics for anomaly detection (with tests and docs, directly taken from [TimeEval](https://github.com/TimeEval/TimeEval/tree/main/timeeval/metrics)):...

SebastianSchmidl

[MNT] Try shifting to Ubuntu 22.04

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Changing workflow from ubuntu 20.04 to ubuntu 22.04

hadifawaz1999

[ENH] Piecewise Linear Approximation (PLA)

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#### What does this implement/fix? Explain your changes. Implements #948. Added tests for new series transformer PLA. #### Does your contribution introduce a new dependency? If yes, which one? No...

Moonzyyy

[DOC] Catch22 notebook

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#### What does this implement/fix? Explain your changes. Updates Catch22 Notebook (ignore PLA commit history).

Moonzyyy

[MNT] Replace assertions in networks module with raising Value errors

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### Describe the issue In all networks module, the parameters handled as input lists have an assertion for the length of the list, but assertions are not a good idea,...

hadifawaz1999

[GSoC '24] Tracker Issue

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### Describe the issue Just organizing too many PRs :)) ### Suggest a potential alternative/fix - [x] AEBiGRUNetwork - [x] AEAttentionBiGRUNetwork - [x] AEDCNNNetwork - [x] DCNNNetwork - [x] AEDRNNNetwork...

aadya940

[ENH] Implement Multi - Reconstruction loss in AEResNetClusterer

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Multi-rec loss is the mean squared error which takes into account all layers of the encoder and decoder.

aadya940

[ENH] Add Multi Reconstruction loss to AEFCNClusterer

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Mean Squared Error between encoder and decoder layers summed up for a symmetric deep auto-encoder architecture.

aadya940

[ENH] Add AEDCNNClusterer

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Implementation of Time Series Clusterer based on dilated convolutional neural networks (DCNN).

aadya940

[ENH] Add AEDRNNClusterer

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Implements Clusterer based on Dilated Recurrent Neural Network (DRNN).

aadya940