scholarly journals Streaming chunk incremental learning for class-wise data stream classification with fast learning speed and low structural complexity

PLoS ONE ◽  
2019 ◽  
Vol 14 (9) ◽  
pp. e0220624
Author(s):  
Prem Junsawang ◽  
Suphakant Phimoltares ◽  
Chidchanok Lursinsap
Keyword(s):  
Incremental Learning ◽  
Data Stream ◽  
Structural Complexity ◽  
Stream Classification ◽  
Data Stream Classification ◽  
Fast Learning ◽  
Learning Speed

Analyzing and repairing concept drift adaptation in data stream classification

2021 ◽  
Author(s):  
Ben Halstead ◽  
Yun Sing Koh ◽  
Patricia Riddle ◽  
Russel Pears ◽  
Mykola Pechenizkiy ◽  
...  
Keyword(s):  
Data Stream ◽  
Concept Drift ◽  
Stream Classification ◽  
Data Stream Classification

A Fuzzy Variant for On-Demand Data Stream Classification

2017 ◽  
Author(s):  
Tiago Pinho da Silva ◽  
Gerson Antonio Urban ◽  
Priscilla De Abreu Lopes ◽  
Heloisa De Arruda Camargo
Keyword(s):  
Data Stream ◽  
Stream Classification ◽  
Data Stream Classification ◽  
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