Pitfalls of Unlabeled Disagreement-Based Drift Detection in Streaming Tree Ensembles

Lara Sá Neves, Afonso Lourenço, Lizy K. John +1

Detecting concept drift in high-speed data streams remains challenging, particularly when models must operate on unlabeled data and avoid false alarms caused by benign shifts. Whil…