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 ◽

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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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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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 ◽

Author(s):

Na Sun ◽

Yanfeng Guo

Keyword(s):

Incremental Learning ◽

Data Stream ◽

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 ◽

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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 ◽

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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An Improved Incremental Learning Approach Based on SVM Model for Network Data Stream

Advances in Intelligent and Soft Computing - Advances in Computer Science and Information Engineering ◽

10.1007/978-3-642-30126-1_45 ◽

2012 ◽

pp. 277-282 ◽

Author(s):

Na Sun ◽

YanFeng Guo

Keyword(s):

Incremental Learning ◽

Data Stream ◽

Network Data ◽

Learning Approach ◽

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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 for Structural Health Monitoring via On-Line Support Vector Machines

2015 IEEE First International Conference on Big Data Computing Service and Applications ◽

10.1109/bigdataservice.2015.17 ◽

2015 ◽

Author(s):

Xiaoou Li ◽

Wen Yu

Keyword(s):

Support Vector Machines ◽

Structural Health Monitoring ◽

Health Monitoring ◽

Data Stream ◽

Support Vector ◽

Stream Classification ◽

Data Stream Classification ◽

Structural Health ◽

Vector Machines ◽

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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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Research on Network Data Security Based on RS-PS Support Vector Machine (SVM)

Journal of Physics Conference Series ◽

10.1088/1742-6596/1748/3/032057 ◽

2021 ◽

Vol 1748 ◽

pp. 032057

Author(s):

Li Su ◽

Linlin Yu ◽

Ting Li ◽

Xinxin Liu

Keyword(s):

Support Vector Machine ◽

Data Security ◽

Support Vector ◽

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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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