Towards Building a Flexible Online Learning Model for Data Stream Classification

Mapping Intimacies ◽

10.1145/3493700.3493761 ◽

2022 ◽

Author(s):

Deeksha Aggarwal ◽

Uttam Kumar ◽

J. Senthilnath

Keyword(s):

Online Learning ◽

Data Stream ◽

Learning Model ◽

Stream Classification ◽

Data Stream Classification

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An improved incremental learning model for network data stream classification problems

Journal of Convergence Information Technology ◽

10.4156/jcit.vol7.issue3.10 ◽

2012 ◽

Vol 7 (3) ◽

pp. 84-90

Author(s):

Lin Feng ◽

Yuan Yao ◽

Bo Jin ◽

Qi Chen

Keyword(s):

Incremental Learning ◽

Data Stream ◽

Learning Model ◽

Network Data ◽

Classification Problems ◽

Stream Classification ◽

Data Stream Classification

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High-Dimensional Data Stream Classification via Sparse Online Learning

2014 IEEE International Conference on Data Mining ◽

10.1109/icdm.2014.46 ◽

2014 ◽

Cited By ~ 11

Author(s):

Dayong Wang ◽

Pengcheng Wu ◽

Peilin Zhao ◽

Yue Wu ◽

Chunyan Miao ◽

...

Keyword(s):

Online Learning ◽

Data Stream ◽

High Dimensional Data ◽

High Dimensional ◽

Stream Classification ◽

Data Stream Classification

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Data stream classification Detection System Using Genetic Algorithm

i-manager’s Journal on Software Engineering ◽

10.26634/jse.6.1.1537 ◽

2011 ◽

Vol 6 (1) ◽

pp. 36-44

Author(s):

S. Jeya ◽

◽

S. Muthu Perumal Pillai ◽

Keyword(s):

Genetic Algorithm ◽

Data Stream ◽

Detection System ◽

Stream Classification ◽

Data Stream Classification

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Analyzing and repairing concept drift adaptation in data stream classification

Machine Learning ◽

10.1007/s10994-021-05993-w ◽

2021 ◽

Author(s):

Ben Halstead ◽

Yun Sing Koh ◽

Patricia Riddle ◽

Russel Pears ◽

Mykola Pechenizkiy ◽

...

Keyword(s):

Data Stream ◽

Concept Drift ◽

Stream Classification ◽

Data Stream Classification

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Chi-MFlexDT: Chi-square-based multi flexible fuzzy decision tree for data stream classification

Applied Soft Computing ◽

10.1016/j.asoc.2021.107301 ◽

2021 ◽

pp. 107301

Author(s):

Farnaz Mahan ◽

Maryam Mohammadzad ◽

Seyyed Meysam Rozekhani ◽

Witold Pedrycz

Keyword(s):

Decision Tree ◽

Data Stream ◽

Fuzzy Decision ◽

Fuzzy Decision Tree ◽

Chi Square ◽

Stream Classification ◽

Data Stream Classification

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A learning algorithm for one-class data stream classification based on ensemble classifier

2010 International Conference on Computer Application and System Modeling (ICCASM 2010) ◽

10.1109/iccasm.2010.5620841 ◽

2010 ◽

Cited By ~ 3

Author(s):

Dong Zhang ◽

Lijun Cai ◽

Yong Wang ◽

Longbo Zhang

Keyword(s):

Data Stream ◽

Learning Algorithm ◽

Ensemble Classifier ◽

Stream Classification ◽

Data Stream Classification

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Adaptive Incremental Gaussian Mixture Network for Non-Stationary Data Stream Classification

2018 International Joint Conference on Neural Networks (IJCNN) ◽

10.1109/ijcnn.2018.8489049 ◽

2018 ◽

Author(s):

Jorge C. Chamby-Diaz ◽

Mariana Recamonde-Mendoza ◽

Ana L. C. Bazzan ◽

Ricardo Grunitzki

Keyword(s):

Data Stream ◽

Gaussian Mixture ◽

Stream Classification ◽

Data Stream Classification

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A Fuzzy Variant for On-Demand Data Stream Classification

2017 Brazilian Conference on Intelligent Systems (BRACIS) ◽

10.1109/bracis.2017.60 ◽

2017 ◽

Cited By ~ 1

Author(s):

Tiago Pinho da Silva ◽

Gerson Antonio Urban ◽

Priscilla De Abreu Lopes ◽

Heloisa De Arruda Camargo

Keyword(s):

Data Stream ◽

Stream Classification ◽

Data Stream Classification ◽

On Demand

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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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Non-standard Distances in High Dimensional Raw Data Stream Classification

Data Science: New Issues, Challenges and Applications - Studies in Computational Intelligence ◽

10.1007/978-3-030-39250-5_5 ◽

2020 ◽

pp. 83-96

Author(s):

Kamil Ząbkiewicz

Keyword(s):

Data Stream ◽

High Dimensional ◽

Raw Data ◽

Stream Classification ◽

Data Stream Classification

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