Combination of information entropy and ensemble classification for detecting concept drift in data stream. - Osama A. Mahdi; Eric Pardede; Jinli Cao (ACSW, 2018)

Diversity measure as a new drift detection method in data streaming. - Osama A. Mahdi; Eric Pardede; Nawfal Ali; Jinli Cao (Knowl. Based Syst., 2020)

KAPPA as Drift Detector in Data Stream Mining. - Osama A. Mahdi; Eric Pardede; Nawfal Ali (ANT/EDI40, 2021)

A hybrid block-based ensemble framework for the multi-class problem to react to different types of drifts. - Osama A. Mahdi; Eric Pardede; Nawfal Ali (Clust. Comput., 2021)

Roadmap of Concept Drift Adaptation in Data Stream Mining, Years Later. - Osama A. Mahdi; Nawfal Ali; Eric Pardede; Ammar Alazab; Tahsien Al-Quraishi; Bhagwan Das (IEEE Access, 2024)