Features force_input must be in out set of features. But features that correlated with forced features are not need in final feature set. I'd like to add forced features as a basis in an iterative selection strategy, so correlated features will not be selected.
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commented
1 year ago
🚀 Feature Request
Features force_input must be in out set of features. But features that correlated with forced features are not need in final feature set. I'd like to add forced features as a basis in an iterative selection strategy, so correlated features will not be selected.
https://github.com/sb-ai-lab/LightAutoML/blob/774c8c69cb345336f266b043be20558ee11ad44a/lightautoml/pipelines/selection/permutation_importance_based.py#L159
Motivation
Reducing the size of the dataset without reducing the quality.