scholarly journals An adaptive algorithm for anomaly and novelty detection in evolving data streams

2018 ◽  
Vol 32 (6) ◽  
pp. 1597-1633 ◽  
Author(s):  
Mohamed-Rafik Bouguelia ◽  
Slawomir Nowaczyk ◽  
Amir H. Payberah
Keyword(s):  
Data Streams ◽  
Adaptive Algorithm ◽  
Novelty Detection ◽  
Evolving Data

scholarly journals Adaptive online incremental learning for evolving data streams

2021 ◽  
Vol 105 ◽  
pp. 107255
Author(s):  
Si-si Zhang ◽  
Jian-wei Liu ◽  
Xin Zuo
Keyword(s):  
Data Streams ◽  
Incremental Learning ◽  
Evolving Data ◽  
Online Incremental Learning

Learning High-Dimensional Evolving Data Streams With Limited Labels

2021 ◽  
pp. 1-12
Author(s):  
Salah Ud Din ◽  
Jay Kumar ◽  
Junming Shao ◽  
Cobbinah Bernard Mawuli ◽  
Waldiodio David Ndiaye
Keyword(s):  
Data Streams ◽  
High Dimensional ◽  
Evolving Data

Learning from evolving data streams through ensembles of random patches

2021 ◽  
Author(s):  
Heitor Murilo Gomes ◽  
Jesse Read ◽  
Albert Bifet ◽  
Robert J. Durrant
Keyword(s):  
Data Streams ◽  
Evolving Data

Online Clustering for Novelty Detection and Concept Drift in Data Streams

2019 ◽  
pp. 448-459
Author(s):  
Kemilly Dearo Garcia ◽  
Mannes Poel ◽  
Joost N. Kok ◽  
André C. P. L. F. de Carvalho
Keyword(s):  
Data Streams ◽  
Concept Drift ◽  
Novelty Detection ◽  
Online Clustering

Classification of high-dimensional evolving data streams via a resource-efficient online ensemble

2017 ◽  
Vol 31 (5) ◽  
pp. 1242-1265 ◽  
Author(s):  
Tingting Zhai ◽  
Yang Gao ◽  
Hao Wang ◽  
Longbing Cao
Keyword(s):  
Data Streams ◽  
High Dimensional ◽  
Evolving Data

scholarly journals Dynamic Clustering Scheme for Evolving Data Streams Based on Improved STRAP

IEEE Access ◽  
2018 ◽  
Vol 6 ◽  
pp. 46157-46166 ◽  
Author(s):  
Jinping Sui ◽  
Zhen Liu ◽  
Alexander Jung ◽  
Li Liu ◽  
Xiang Li
Keyword(s):  
Data Streams ◽  
Dynamic Clustering ◽  
Evolving Data
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