Multilayer Concept Drift Detection Method Based on Model Explainability

Timely detection of concept drift plays a vital role in ensuring the stability and reliability of data-driven models. However, existing concept drift detection methods face challenges in achieving a proper balance between accuracy and timeliness while also disregarding the precise localization of th...

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Bibliographic Details
Main Authors: Haolan Zhang, Xinyi Chen, Min Hu, Vijayan Sugumaran
Format: Article
Language:English
Published: IEEE 2024-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/10802879/
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