Antoine Guillaume

[MNT] Add joblib backend option and set default to all parallelized estimators

9

### Describe the issue Some of the estimators that use joblib for parallelization use process-based backend, while other use threads-based backend. Ideally, we want this to be a parameter tunable...

[MNT] Fix RDST CI failure and slow down

5

#### Reference Issues/PRs Part1 to Fixes #2071 #### What does this implement/fix? Explain your changes. Remove distance argument from RDST, uniformize dtypes, use of strides (view of the original array),...

[ENH] Improve test coverage of similarity search module

1

### Describe the feature or idea you want to propose Some search options are currently not covered by testing, such as the `apply_exclusion_to_result` parameter during predict. ### Describe your proposed...

[DOC] Improve similarity search docstrings

1

### Describe the issue linked to the documentation - In some dosctring, the math environment is used, which can lead to some variables like `query_length` being not displayed correctly due...

### Describe the issue linked to the documentation With the addition of Series search in #1900, the theoretical (deep dive) and benchmark notebook should be updated to include the new...

### Describe the issue Currently, a boolean mask is created to indicate which part of the input time series dataset is to be ignored from the computations if the query...

[BUG] Fix RDST admissible sampling point method

4

#### Reference Issues/PRs Fixes #2759 #### What does this implement/fix? Explain your changes. Fix shapelet sampling point method returning the id of the choice, and not the timestamp linked to...

[MNT, ENH, DOC] Rework similarity search

13

#### Reference Issues/PRs Fixes #2341, #2236, #2028, #2020, #1806, #2475, #2538 #### What does this implement/fix? Explain your changes. The previous structure for similarity search was not in line with...

### Describe the feature or idea you want to propose Unless mistaken, we currently don't store n_timepoints information in the metadata of BaseSeriesEstimator. ### Describe your proposed solution Axis dependent...

### Describe the issue We currently check if the data given during fit has the same number of channels as the data given during predict inside series estimator. While it...