CPSSDS: Conformal prediction for semi-supervised classification on data streams

Ensemble learning for data stream analysis: A survey

Bartosz Krawczyk, Leandro L. Minku, João Gama et al. · Information Fusion · 2017 · 1K citations · Full text

Computing, Computer Science, Data Science +12

Incremental Learning of Concept Drift in Nonstationary Environments

Ryan Elwell, Robi Polikar · IEEE Transactions on Neural Networks · 2011 · 917 citations

Computing, Computer Science, Data Science +17

Boosting methods for multi-class imbalanced data classification: an experimental review

Jafar Tanha, Yousef Abdi, Negin Samadi et al. · Journal Of Big Data · 2020 · 429 citations · Full text

Computing, Computer Science, Data Mining +13

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 · 420 citations

Computing, Computer Science, Data Mining +15

Exponentially weighted moving average charts for detecting concept drift

Gordon J. Ross, Niall M. Adams, Dimitris K. Tasoulis et al. · Pattern Recognition Letters · 2011 · 398 citations · Full text

Computing, Computer Science, Statistics +8