Feature-based analyses of concept drift

Fabian Hinder, Valerie Vaquet, Barbara Hammer

Abstract: Highlights•Semantic modeling of relevant features for concept drift (explaining drift).•Algorithm-based modeling of relevant features (algorithmic improvement).•Efficient, adaptable, detector-agnostic solution to increase detection performance.•Theoretical analysis of relation of feature selection and drift detection.