TDMCS: An Efficient Method for Mining Closed

Meng Han, Jian Ding, and Juan Li School of Computer Science and Engineering, North Minzu University, China

#data stream mining # frequent pattern mining # closed pattern mining # time decay model # sliding window # concept drift

Online Approach to Handle Concept Drifting Data Streams using Diversity

Abstract: Concept drift is the trend observed in almost all real time applications. Many online and offline algorithms were

#Online learning # ensemble # concept drift # data streams # diversity

PatHT: An Efficient Method of Classification over Evolving Data Streams

Meng Han, Jian Ding, and Juan Li School of Computer Science and Engineering, North Minzu University, China

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Tracking Recurring Concepts from Evolving Data Streams using Ensemble Method

Yange Sun1,2, Zhihai Wang2, Jidong Yuan2, and Wei Zhang2 1School of Computer and Information Technology, Xinyang Normal University, China 2School of Computer and Information Technology, Beijing Jiaotong University, China

#Data streams # ensemble classification # change detection # recurring concept # Jensen-Shannon divergence

Ensemble based on Accuracy and Diversity Weighting for Evolving Data Streams

Yange Sun,Han Shao,Bencai Zhang

#Ensemble learning #concept drift #accuracy #diversity