Add aggregation method parameter to Imputers

[Mr-Geekman]

Issue by alex-hse-repository
Friday Nov 25, 2022 at 15:04 GMT
Originally opened as tinkoff-ai#1015

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🚀 Feature Request

Add possibility to perform different kids of aggregation for seasonal strategy in TimeSeriesImputerTransform

Proposal

1. In TimeSeriesImputerTransform add parameter aggregation_method: AggregationMode = "AggregationMode.mean -- method to aggregate values in the window (see link)
2. Update method _fill to handle the logic with aggregation_method -- now it should aggregate values according the the passed method
   https://github.com/tinkoff-ai/etna/blob/cfbfb01d28fd330ca42de7a7176384708174920d/etna/transforms/missing_values/imputation.py#L203
3. Update the docs

Test cases

Add test for the seasonal strategy which checks that it works correctly with different aggregation_method

Additional context

No response