Extending k-Means-Based Algorithms for Evolving Data Streams with Variable Number of Clusters

2011 ◽  
Author(s):  
J. de Andrade Silva ◽  
E. R. Hruschka
Keyword(s):  
Data Streams ◽  
Variable Number ◽  
Number Of Clusters ◽  
Evolving Data

An evolutionary algorithm for clustering data streams with a variable number of clusters

2017 ◽  
Vol 67 ◽  
pp. 228-238 ◽  
Author(s):  
Jonathan de Andrade Silva ◽  
Eduardo Raul Hruschka ◽  
João Gama
Keyword(s):  
Evolutionary Algorithm ◽  
Data Streams ◽  
Variable Number ◽  
Number Of Clusters ◽  
Clustering 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

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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