An improved incremental learning model for network data stream classification problems

Lin Feng ; Yuan Yao ; Bo Jin ; Qi Chen

doi:10.4156/jcit.vol7.issue3.10

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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An Incremental Learning Approach with Support Vector Machine for Network Data Stream Classification Problem

Information Technology Journal ◽

10.3923/itj.2012.200.208 ◽

2012 ◽

Vol 11 (2) ◽

pp. 200-208 ◽

Cited By ~ 6

Author(s):

Yuan Yao ◽

Lin Feng ◽

Bo Jin ◽

Feng Chen

Keyword(s):

Support Vector Machine ◽

Incremental Learning ◽

Data Stream ◽

Classification Problem ◽

Support Vector ◽

Network Data ◽

Learning Approach ◽

Stream Classification ◽

Data Stream Classification

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Streaming chunk incremental learning for class-wise data stream classification with fast learning speed and low structural complexity

PLoS ONE ◽

10.1371/journal.pone.0220624 ◽

2019 ◽

Vol 14 (9) ◽

pp. e0220624

Author(s):

Prem Junsawang ◽

Suphakant Phimoltares ◽

Chidchanok Lursinsap

Keyword(s):

Incremental Learning ◽

Data Stream ◽

Structural Complexity ◽

Stream Classification ◽

Data Stream Classification ◽

Fast Learning ◽

Learning Speed

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Towards Building a Flexible Online Learning Model for Data Stream Classification

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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Ensemble learning for network data stream classification using similarity and online genetic algorithm classifiers

2016 International Conference on Advances in Computing, Communications and Informatics (ICACCI) ◽

10.1109/icacci.2016.7732277 ◽

2016 ◽

Cited By ~ 2

Author(s):

M. Arun Manicka Raja ◽

S. Swamynathan

Keyword(s):

Genetic Algorithm ◽

Ensemble Learning ◽

Data Stream ◽

Network Data ◽

Stream Classification ◽

Data Stream Classification

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A Modified Incremental Learning Approach for Data Stream Classification

2012 Sixth International Conference on Internet Computing for Science and Engineering ◽

10.1109/icicse.2012.17 ◽

2012 ◽

Cited By ~ 1

Author(s):

Na Sun ◽

Yanfeng Guo

Keyword(s):

Incremental Learning ◽

Data Stream ◽

Learning Approach ◽

Stream Classification ◽

Data Stream Classification

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Network Data Stream Classification by Deep Packet Inspection and Machine Learning

Lecture Notes in Electrical Engineering - Advanced Multimedia and Ubiquitous Engineering ◽

10.1007/978-981-13-1328-8_31 ◽

2018 ◽

pp. 245-251

Author(s):

Chunyong Yin ◽

Hongyi Wang ◽

Jin Wang

Keyword(s):

Machine Learning ◽

Data Stream ◽

Network Data ◽

Deep Packet Inspection ◽

Stream Classification ◽

Data Stream Classification ◽

Packet Inspection

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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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