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Pengqian Lu

2 accepted papers

2025

Early Concept Drift Detection via Prediction Uncertainty

AAAI 2025technical

Concept drift, characterized by unpredictable changes in data distribution over time, poses significant challenges to machine learning models in streaming data scenarios. Although error rate-based concept drift detectors are widely used, they often fail to identify drift in the early stages when t…