DRED: An evolutionary diversity generation method for concept drift adaptation in online learning environments

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Jesus L. Lobo, Javier Del Ser, Miren Nekane Bilbao, Cristina Perfecto, Sancho Salcedo-Sanz

Published: 2018, Last Modified: 13 Nov 2024Appl. Soft Comput. 2018EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: Highlights•A diversity generation method based on synthetic data for training right after drift.•An optimization approach to balance the diversity and performance right after drifts.•DRED outperforms traditional diversity generation techniques.