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[ENH] Parameterise the cost function of `dtw` and `adtw` distance measures

5

#### Reference Issues/PRs Closes: #1874 #### What does this implement/fix? Explain your changes. As we discussed on the slack, I've implemented the parameterised DTW and ADTW as private functions to...

itsdivya1309

### Describe the feature or idea you want to propose just writing some data to file and will note anything here that could be better ### Describe your proposed solution...

TonyBagnall

[MNT, DOC] Accelerating deep testing

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Fix #1761 - Changes test params of deep classifiers/regressors/clusterers so that testing is faster - In deep specific tests, use the test parameters, as they were not used before, to...

hadifawaz1999

[MNT] Wrong type annotations for aeon classes

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### Describe the issue We started to add Python type hints to our estimators. However, some existing hints for (Aeon) classes are incorrect, e.g. https://github.com/aeon-toolkit/aeon/blob/be4af658d47526dad272e84a7d667b0a151383dd/aeon/classification/sklearn/_rotation_forest_classifier.py#L108-L110 - `Type[BaseEstimator]` references the type...

SebastianSchmidl

[DOC] Write local documentation developer guide.

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Write steps to build documentation locally.

aadya940

[ENH] Smoothing filters as BaseSeriesTransformers

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### Describe the feature or idea you want to propose A while back (five years?) we compared different smoothing algorithms for time series classification. https://link.springer.com/chapter/10.1007/978-3-030-29859-3_5 Now, we found it did...

TonyBagnall

### Describe the issue linked to the documentation I was reading the classification notebook to learn more about classifiers, there were some confusing parts so I reached out on the...

Moonzyyy

[ENH] MrSEQLClassifier wrapper

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#### What does this implement/fix? Explain your changes. Start of a `mrseql` wrapper. Unfortunately, I can't quite find how to parameterise it currently after installing on Windows 🙂. If anyone...

MatthewMiddlehurst

[BUG] Matplotlib upper bound

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### Describe the bug Matplotlib presented some issues with latest releases `3.9.1` and `3.9.2`, see [here](https://github.com/matplotlib/matplotlib/issues/28551) For now #1906 fixed it by adding an upper bound, we should wait till...

hadifawaz1999

[ENH] Improve `BaseCollectionEstimator` `_check_X` collection datatype validation

2

### Describe the feature or idea you want to propose `_check_X` had checks for multivariate, unequal length, and missing values, but this could be improved with checks for specific datatypes...

MatthewMiddlehurst