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concept drift detection

7 papers

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online learning (4) streaming data (3) concept drift (3) data stream (2) streaming classification (1) correntropy function (1) information-theoretic feature selection (1) symmetric positive semidefinite matrix (1) prediction uncertainty (1) label-efficient learning (1)

Papers

Early Concept Drift Detection via Prediction Uncertainty AAAI 2025 SuBiTO: Synopsis-based Training Optimization for Continuous Real-Time Neural Learning over Big Streaming Data AAAI 2025 Error bounds for any regression model using Gaussian processes with gradient information AISTATS 2024 Measuring the Discrepancy between Conditional Distributions: Methods, Properties and Applications IJCAI 2020 Towards Non-Parametric Drift Detection via Dynamic Adapting Window Independence Drift Detection (DAWIDD) ICML 2020 Request-and-Reverify: Hierarchical Hypothesis Testing for Concept Drift Detection with Expensive Labels IJCAI 2018 Concept Drift Detection Through Resampling ICML 2014