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Data Shift : Identify concept drift in the data #79

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anilkumarpanda opened this issue Feb 24, 2021 · 0 comments
Open

Data Shift : Identify concept drift in the data #79

anilkumarpanda opened this issue Feb 24, 2021 · 0 comments
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enhancement New feature or request investigation needed One to do research related to this issue, and share findings

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@anilkumarpanda
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Problem Description

A concept drift happens where the relations between the input and output variables change. So we are not anymore only focusing on X variables or only the Y variable but on the relations between them e.g situations with seasonality.

Desired Outcome
The solution is able to report the chosen metrics across various time windows.

Solution Outline
Use time-series cross validation ?
Requires more research .

Refers #72 comments

@anilkumarpanda anilkumarpanda added the enhancement New feature or request label Feb 24, 2021
@Matgrb Matgrb added the investigation needed One to do research related to this issue, and share findings label Feb 26, 2021
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Labels
enhancement New feature or request investigation needed One to do research related to this issue, and share findings
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