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feature(KTP-1279): Changed linear model scaling and improved sample weighting feature. #565

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merged 25 commits into from
Oct 11, 2024

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@egordm egordm commented Oct 4, 2024

  • Minmax scaling doesn't weigh low peaks good enough.
  • Using quantile scaling now, where everything above p95 and below p5 has a sample weight of 1.
  • Using standard scaling for model features.

…onential sample weighting in linear model.

Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com>
Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com>
@github-actions github-actions bot added the feature New feature or request label Oct 4, 2024
egordm and others added 5 commits October 4, 2024 10:53
Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com>
Signed-off-by: black <action@github.com>
…arams.

Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com>
Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com>
Signed-off-by: black <action@github.com>
egordm and others added 18 commits October 7, 2024 16:09
…arams.

Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com>
… weight calculation.

Signed-off-by: Egor Dmitriev <egor.dmitriev@alliander.com>
Signed-off-by: black <action@github.com>
Signed-off-by: Clara De Smet <clara.de.smet@alliander.com>
Signed-off-by: Clara De Smet <157587243+clara-de-smet@users.noreply.github.com>
Signed-off-by: black <action@github.com>
Signed-off-by: Clara De Smet <clara.de.smet@alliander.com>
Signed-off-by: black <action@github.com>
Signed-off-by: black <action@github.com>
Signed-off-by: black <action@github.com>
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sonarcloud bot commented Oct 11, 2024

@clara-de-smet clara-de-smet merged commit 08c9965 into main Oct 11, 2024
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@clara-de-smet clara-de-smet deleted the feature/KTP-1279-linear-sample-weight branch October 11, 2024 13:31
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3 participants