Robi Polikar

Ensemble based systems in decision making

Robi Polikar · IEEE Circuits and Systems Magazine · 2006 · 2.9K citations

Computing, Computer Science, Decision Sciences +17

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

Learn++: an incremental learning algorithm for supervised neural networks

Robi Polikar, L. Upda, S.S. Upda et al. · IEEE Transactions on Systems Man and Cybernetics Part C (Applications and Reviews) · 2001 · 891 citations

Computing, Computer Science, Artificial Intelligence +16

Learning in Nonstationary Environments: A Survey

Gregory Ditzler, Manuel Roveri, Cesare Alippi et al. · IEEE Computational Intelligence Magazine · 2015 · 784 citations · Full text

Computing, Computer Science, Electrical Engineering +14

Incremental Learning of Concept Drift from Streaming Imbalanced Data

Gregory Ditzler, Robi Polikar · IEEE Transactions on Knowledge and Data Engineering · 2012 · 408 citations

Computing, Computer Science, Data Science +14