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A toolkit for machine learning from time series

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### Describe the issue The EE classifier does not test with all distances according to the [coverage stats](https://app.codecov.io/gh/aeon-toolkit/aeon/blob/main/aeon%2Fclassification%2Fdistance_based%2F_elastic_ensemble.py#L141). ### Suggest a potential alternative/fix Write a test in `test_elastic_ensemble.py` which ensures...

good first issue
classification
maintenance
testing

#### Reference Issues/PRs Tries to fix #1499 #### What does this implement/fix? Explain your changes. #### Does your contribution introduce a new dependency? If yes, which one? #### Any other...

classification
maintenance

### Describe the bug Hi, I think that the website https://www.timeseriesclassification.com/index.php has been down for a couple of days now. Further, on python, I cannot use the function load_classification (from...

bug
datasets

There are a few issues present in the `BaseClusterer` class IMO: - The `predict` function has a `y` input, this is inconsistent with other collection classes and with `predict_proba` from...

enhancement
clustering

### Describe the feature or idea you want to propose Add a `MockClusterer` to the `testing` module. ### Describe your proposed solution This should be simple in line with the...

enhancement
good first issue
clustering
testing

### Describe the feature or idea you want to propose Both `classification` and `regression` have dummy estimators based on the `scikit-learn` versions i.e. https://scikit-learn.org/stable/modules/generated/sklearn.dummy.DummyClassifier.html. It would be good if `clustering`...

enhancement
clustering

### Describe the issue linked to the documentation https://www.aeon-toolkit.org/en/stable/api_reference/auto_generated/aeon.pipeline.sklearn_to_aeon.html#sklearn-to-aeon Parameter states that it can be a sklearn clusterer "sklearn compatible estimator can be classifier, regressor, transformer, clusterer" This is invalid,the...

bug
documentation
clustering

Currently, BaseTransformers can handle both single series and collections by internally "Vectorize" (i.e. broadcast) across channels and instances depending on the input data. This is legacy code which to me...

enhancement
transformations

will just leave this here for a bit in case anyone has papers to add, will prob wait until after regression and jmlr are confirmed before merging

documentation

#### Reference Issues/PRs resolves #1467 part of project described here https://github.com/aeon-toolkit/aeon/blob/main/docs/mentoring.md #### What does this implement/fix? Explain your changes. very simple wrapper feature selection approach for a channel selection for...

enhancement
transformations
channel selection