Imbalanced Data Stream Classification: Analysis and Solution

Information and Communication Technology for Intelligent Systems (ICTIS 2017) - Volume 2 - Smart Innovation, Systems and Technologies ◽

10.1007/978-3-319-63645-0_35 ◽

2017 ◽

pp. 316-324

Author(s):

Koringa Anjana ◽

Kotecha Radhika ◽

Patel Darshana

Keyword(s):

Data Stream ◽

Imbalanced Data ◽

Classification Analysis ◽

Stream Classification ◽

Data Stream Classification

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Data Preprocessing and Dynamic Ensemble Selection for Imbalanced Data Stream Classification

Machine Learning and Knowledge Discovery in Databases - Communications in Computer and Information Science ◽

10.1007/978-3-030-43887-6_30 ◽

2020 ◽

pp. 367-379

Author(s):

Paweł Zyblewski ◽

Robert Sabourin ◽

Michał Woźniak

Keyword(s):

Data Stream ◽

Imbalanced Data ◽

Data Preprocessing ◽

Stream Classification ◽

Data Stream Classification ◽

Ensemble Selection ◽

Selection For ◽

Dynamic Ensemble Selection

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Dynamic Ensemble Selection for Imbalanced Data Stream Classification with Limited Label Access

10.1007/978-3-030-87897-9_20 ◽

2021 ◽

pp. 217-226

Author(s):

Paweł Zyblewski ◽

Michał Woźniak

Keyword(s):

Data Stream ◽

Imbalanced Data ◽

Stream Classification ◽

Data Stream Classification ◽

Ensemble Selection ◽

Selection For ◽

Dynamic Ensemble Selection

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Employing One-Class SVM Classifier Ensemble for Imbalanced Data Stream Classification

Lecture Notes in Computer Science - Computational Science – ICCS 2020 ◽

10.1007/978-3-030-50423-6_9 ◽

2020 ◽

pp. 117-127

Author(s):

Jakub Klikowski ◽

Michał Woźniak

Keyword(s):

Data Stream ◽

Imbalanced Data ◽

Classifier Ensemble ◽

Svm Classifier ◽

Stream Classification ◽

Data Stream Classification

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Recursive least square perceptron model for non-stationary and imbalanced data stream classification

Evolving Systems ◽

10.1007/s12530-013-9076-7 ◽

2013 ◽

Vol 4 (2) ◽

pp. 119-131 ◽

Author(s):

Adel Ghazikhani ◽

Reza Monsefi ◽

Hadi Sadoghi Yazdi

Keyword(s):

Data Stream ◽

Imbalanced Data ◽

Least Square ◽

Recursive Least Square ◽

Stream Classification ◽

Data Stream Classification

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Online neural network model for non-stationary and imbalanced data stream classification

International Journal of Machine Learning and Cybernetics ◽

10.1007/s13042-013-0180-6 ◽

2013 ◽

Vol 5 (1) ◽

pp. 51-62 ◽

Author(s):

Adel Ghazikhani ◽

Reza Monsefi ◽

Hadi Sadoghi Yazdi

Keyword(s):

Neural Network ◽

Network Model ◽

Neural Network Model ◽

Data Stream ◽

Imbalanced Data ◽

Stream Classification ◽

Data Stream Classification

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An Effective Framework for Imbalanced Data Stream Classification

Journal of Computer Engineering and Information Technology ◽

10.4172/2324-9307.1000148 ◽

2016 ◽

Vol 05 (02) ◽

Author(s):

Wu K

Keyword(s):

Data Stream ◽

Imbalanced Data ◽

Stream Classification ◽

Data Stream Classification

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Imbalanced Data Stream Classification Using Hybrid Data Preprocessing

Machine Learning and Knowledge Discovery in Databases - Communications in Computer and Information Science ◽

10.1007/978-3-030-43887-6_33 ◽

2020 ◽

pp. 402-413

Author(s):

Barbara Bobowska ◽

Jakub Klikowski ◽

Michał Woźniak

Keyword(s):

Data Stream ◽

Imbalanced Data ◽

Data Preprocessing ◽

Stream Classification ◽

Data Stream Classification ◽

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Hellinger Distance Weighted Ensemble for imbalanced data stream classification

Journal of Computational Science ◽

10.1016/j.jocs.2021.101314 ◽

2021 ◽

Vol 51 ◽

pp. 101314

Author(s):

Joanna Grzyb ◽

Jakub Klikowski ◽

Michał Woźniak

Keyword(s):

Data Stream ◽

Imbalanced Data ◽

Hellinger Distance ◽

Stream Classification ◽

Data Stream Classification ◽

Distance Weighted

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Multi Sampling Random Subspace Ensemble for Imbalanced Data Stream Classification

Advances in Intelligent Systems and Computing - Progress in Computer Recognition Systems ◽

10.1007/978-3-030-19738-4_36 ◽

2019 ◽

pp. 360-369

Author(s):

Jakub Klikowski ◽

Michał Woźniak

Keyword(s):

Data Stream ◽

Imbalanced Data ◽

Random Subspace ◽

Stream Classification ◽

Data Stream Classification ◽

Random Subspace Ensemble

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Dual weighted extreme learning machine for imbalanced data stream classification

Journal of Intelligent & Fuzzy Systems ◽

10.3233/jifs-16724 ◽

2017 ◽

Vol 33 (2) ◽

pp. 1143-1154 ◽

Author(s):

Yong Zhang ◽

Wenzhe Liu ◽

Xuezhen Ren ◽

Yonggong Ren

Keyword(s):

Extreme Learning Machine ◽

Data Stream ◽

Imbalanced Data ◽

Stream Classification ◽

Data Stream Classification ◽

Weighted Extreme Learning Machine ◽

Learning Machine

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