On Reproducible Implementations in Unsupervised Concept Drift Detection Algorithms Research. - Daniel Lukats; Frederic T. Stahl (SGAI Conf., 2023)

A benchmark and survey of fully unsupervised concept drift detectors on real-world data streams. - Daniel Lukats; Oliver Zielinski; Axel Hahn; Frederic T. Stahl (Int. J. Data Sci. Anal., 2025)