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Merged
Created Dec 27, 2020 by Rosneft rosneft@rosneft_userDeveloper

Bug with regression models for the multivariate targets fixed

  • Overview 16
  • Commits 7
  • Changes 16

Current problem: when placing some models for time series forecasting in PrimaryNode, an error occurs in the model's fit stage (for forecast_length > 1).

List of models that fails: xgbreg, adareg, gbr, svr, sgdr List of models that work correctly: linear, lasso, ridge, knnreg, dtreg, treg, rfr

The bug fixed by with involvement of MultiOutputRegressor that wraps the models that can not produce multivariate prediction directly (see https://stackoverflow.com/questions/39540123/muti-output-regression-in-xgboost).

Additional:

  • multivariate target disable if it not necessary (to speed-up the fit of the ts models)
  • ts compsing example extended
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Source branch: ts-models-bug