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

Lecture Notes on Data Engineering and Communications Technologies - Innovative Systems for Intelligent Health Informatics ◽

10.1007/978-3-030-70713-2_63 ◽

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

Download Full-text

Adaptive online incremental learning for evolving data streams

Applied Soft Computing ◽

10.1016/j.asoc.2021.107255 ◽

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

Download Full-text

Variance and density-based anomaly identification and ranking for evolving data streams

International Journal of Computational Intelligence Studies ◽

10.1504/ijcistudies.2014.062734 ◽

2014 ◽

Vol 3 (2/3) ◽

pp. 251

Author(s):

N.A. Yogita ◽

Durga Toshniwal

Keyword(s):

Data Streams ◽

Evolving Data

Download Full-text

Learning High-Dimensional Evolving Data Streams With Limited Labels

IEEE Transactions on Cybernetics ◽

10.1109/tcyb.2021.3070420 ◽

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

Download Full-text

Learning from evolving data streams through ensembles of random patches

Knowledge and Information Systems ◽

10.1007/s10115-021-01579-z ◽

2021 ◽

Author(s):

Heitor Murilo Gomes ◽

Jesse Read ◽

Albert Bifet ◽

Robert J. Durrant

Keyword(s):

Data Streams ◽

Evolving Data

Download Full-text

An improving online accuracy updated ensemble method in learning from evolving data streams

2014 11th International Computer Conference on Wavelet Actiev Media Technology and Information Processing(ICCWAMTIP) ◽

10.1109/iccwamtip.2014.7073443 ◽

2014 ◽

Cited By ~ 1

Author(s):

Xiao-Feng Gu ◽

Jia-Wen Xu ◽

Shi-Jing Huang ◽

Liao-Ming Wang

Keyword(s):

Data Streams ◽

Ensemble Method ◽

Evolving Data

Download Full-text

Adaptive XML Tree Classification on Evolving Data Streams

Machine Learning and Knowledge Discovery in Databases - Lecture Notes in Computer Science ◽

10.1007/978-3-642-04180-8_27 ◽

2009 ◽

pp. 147-162 ◽

Cited By ~ 9

Author(s):

Albert Bifet ◽

Ricard Gavaldà

Keyword(s):

Data Streams ◽

Evolving Data

Download Full-text

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

Data Mining and Knowledge Discovery ◽

10.1007/s10618-017-0500-7 ◽

2017 ◽

Vol 31 (5) ◽

pp. 1242-1265 ◽

Cited By ~ 8

Author(s):

Tingting Zhai ◽

Yang Gao ◽

Hao Wang ◽

Longbing Cao

Keyword(s):

Data Streams ◽

High Dimensional ◽

Evolving Data

Download Full-text

Dynamic Clustering Scheme for Evolving Data Streams Based on Improved STRAP

IEEE Access ◽

10.1109/access.2018.2864553 ◽

2018 ◽

Vol 6 ◽

pp. 46157-46166 ◽

Cited By ~ 2

Author(s):

Jinping Sui ◽

Zhen Liu ◽

Alexander Jung ◽

Li Liu ◽

Xiang Li

Keyword(s):

Data Streams ◽

Dynamic Clustering ◽

Evolving Data

Download Full-text

An Experimental Comparison of Ensemble Classifiers for Evolving Data Streams

Artificial Intelligence XXXIV - Lecture Notes in Computer Science ◽

10.1007/978-3-319-71078-5_14 ◽

2017 ◽

pp. 156-162

Author(s):

Ahmad Idris Tambuwal ◽

Daniel Neagu ◽

Marian Gheorghe

Keyword(s):

Data Streams ◽

Experimental Comparison ◽

Ensemble Classifiers ◽

Evolving Data

Download Full-text

Classification Model for Data Streams Based on Similarity

Lecture Notes in Computer Science - Modern Approaches in Applied Intelligence ◽

10.1007/978-3-642-21822-4_1 ◽

2011 ◽

pp. 1-9

Author(s):

Dayrelis Mena Torres ◽

Jesús Aguilar Ruiz ◽

Yanet Rodríguez Sarabia

Keyword(s):

Data Streams ◽

Classification Model

Download Full-text