Dariusz Brzeziński

Reacting to Different Types of Concept Drift: The Accuracy Updated Ensemble Algorithm

Dariusz Brzeziński, Jerzy Stefanowski · IEEE Transactions on Neural Networks and Learning Systems · 2013 · 415 citations

Engineering, Machine Learning, Shift Detection +22

Open challenges for data stream mining research

Georg Krempl, Indrė Žliobaitė, Dariusz Brzeziński et al. · ACM SIGKDD Explorations Newsletter · 2014 · 286 citations

Data Streams, Data Stream, Engineering +15

Combining block-based and online methods in learning ensembles from concept drifting data streams

Dariusz Brzeziński, Jerzy Stefanowski · Information Sciences · 2013 · 177 citations

Incremental Learning, Engineering, Machine Learning +12

Prequential AUC: properties of the area under the ROC curve for data streams with concept drift

Dariusz Brzeziński, Jerzy Stefanowski · Knowledge and Information Systems · 2017 · 118 citations · Full text

On the Dynamics of Classification Measures for Imbalanced and Streaming Data

Dariusz Brzeziński, Jerzy Stefanowski, Robert Susmaga et al. · IEEE Transactions on Neural Networks and Learning Systems · 2019 · 65 citations

Engineering, Machine Learning, Shift Detection +19