pClass+: A Novel Evolving Semi-Supervised Classifier

pClass: An Effective Classifier for Streaming Examples

(2015) Mahardhika Pratama et al.   IEEE TRANSACTIONS ON FUZZY SYSTEMS

GT2FC: An Online Growing Interval Type-2 Self-Learning Fuzzy Classifier

(2013) Abdelhamid Bouchachia et al.   IEEE TRANSACTIONS ON FUZZY SYSTEMS

Data driven modeling based on dynamic parsimonious fuzzy neural network

(2013) Mahardhika Pratama et al.   NEUROCOMPUTING

Active Learning With Drifting Streaming Data

(2013) Indre Zliobaite et al.   IEEE Transactions on Neural Networks and Learning Systems

Reliable All-Pairs Evolving Fuzzy Classifiers

(2012) Edwin Lughofer et al.   IEEE TRANSACTIONS ON FUZZY SYSTEMS

Incremental Learning of Concept Drift from Streaming Imbalanced Data

(2012) Gregory Ditzler et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

Fuzzy Passive–Aggressive classification: A robust and efficient algorithm for online classification problems

(2012) Lei Wang et al.   INFORMATION SCIENCES

Sequential Projection-Based Metacognitive Learning in a Radial Basis Function Network for Classification Problems

(2012) G. S. Babu et al.   IEEE Transactions on Neural Networks and Learning Systems

DDD: A New Ensemble Approach for Dealing with Concept Drift

(2011) Leandro L. Minku et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

Improved GART Neural Network Model for Pattern Classification and Rule Extraction With Application to Power Systems

(2011) Keem Siah Yap et al.   IEEE TRANSACTIONS ON NEURAL NETWORKS

Handling drifts and shifts in on-line data streams with evolving fuzzy systems

(2010) E. Lughofer et al.   APPLIED SOFT COMPUTING

On-line incremental feature weighting in evolving fuzzy classifiers

(2010) Edwin Lughofer   FUZZY SETS AND SYSTEMS

Multivariable Gaussian Evolving Fuzzy Modeling System

(2010) A Lemos et al.   IEEE TRANSACTIONS ON FUZZY SYSTEMS

The Impact of Diversity on Online Ensemble Learning in the Presence of Concept Drift

(2009) L.L. Minku et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

On-line evolving image classifiers and their application to surface inspection

(2009) Edwin Lughofer   IMAGE AND VISION COMPUTING

Evolving fuzzy classifiers using different model architectures

(2008) P. Angelov et al.   FUZZY SETS AND SYSTEMS