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A toolkit for machine learning from time series

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### Describe the issue We are having CI errors due to the latest `keras` update. See: broken (3.4.0) https://github.com/aeon-toolkit/aeon/actions/runs/9660623120/job/26646621175 fine (3.3.3) https://github.com/aeon-toolkit/aeon/actions/runs/9652301805/job/26622147143 We want to eventually remove this and fix...

maintenance
deep learning
dependencies

The AutocorrelationFunctionTransformer has a default lag of 100, and if you pass a series shorter than 100 it simply fails. Its not a bug because it tells you why its...

transformations

### Describe the feature or idea you want to propose It would be great to have an implementation of this piecewise linear approximation method for segmenting time series https://ieeexplore.ieee.org/abstract/document/989531 ###...

enhancement
implementing algorithms
segmentation

### Describe the feature or idea you want to propose One of my next priorities will be to get coverage over 90% on the overnight run. It is on 83.81...

enhancement
testing

### Describe the feature or idea you want to propose When `ddtw` or `wddtw` distance measures are used, the derivative of X is calculated and then used with `dtw` or...

enhancement
classification
distances

superseeds #1244 which has got a bit entangled with other things. Adds a BaseCollectionTransformer that takes a BaseSeriesTransformer and broadcasts it across all instances in the collection, also returning a...

enhancement
transformations

### Describe the feature or idea you want to propose with the imminent deprecation of BaseTransformer, we should remove its uses in preparation ### Describe your proposed solution Remove inheritance...

enhancement
transformations

### Describe the feature or idea you want to propose The algorithm TimeSeriesKernelKMeans in the API reference for clustering does not take KDTW**, A Regularized Dynamic Time Warping Kernel, as...

enhancement
clustering

#### Reference Issues/PRs Relates to issue #2129 This PR depends on #2139 #### What does this implement/fix? Explain your changes. This PR implements the KSpectralCentroid (k-SC) clusterer. k-SC is similar...

clustering