Performance Degradation of Multi-class Classification Model Due to Continuous Evolving Data Streams

2021 ◽  
pp. 696-706
Author(s):  
Abdul Sattar Palli ◽  
Jafreezal Jaafar ◽  
Manzoor Ahmed Hashmani
Keyword(s):  
Data Streams ◽  
Performance Degradation ◽  
Classification Model ◽  
Evolving Data ◽  
Multi Class Classification

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

Classification Model for Data Streams Based on Similarity

2011 ◽  
pp. 1-9
Author(s):  
Dayrelis Mena Torres ◽  
Jesús Aguilar Ruiz ◽  
Yanet Rodríguez Sarabia
Keyword(s):  
Data Streams ◽  
Classification Model
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