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Technology of Network & Communication
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App. Res. of Comp. Printed Article
Vol. 36, 2019 No. 6
1863-1867

Improved AdaBoost.M2 algorithm for multiclass imbalanced protocol traffic

Zhang Renbin
Zhang Jie
Wu Pei
School of Computer & Information, Hefei University of Technology, Hefei 230009, China
DOI: 10.19734/j.issn.1001-3695.2018.01.0010

Abstract

The existing AdaBoost. M2 algorithm are insufficient in protocol traffic multiclass imbalance to solve the problem. So this paper proposed an ensemble algorithm called RBWS-ADAM2 for the classification of multiclass Internet traffic. During each iteration of AdaBoost. M2, this algorithm preprocessed the training dataset by randomly balanced resampling, this strategy changed the number of majorities and minorities by randomly setting the sampling balance point to build multiple different training datasets. Moreover, this strategy took sample weight as the basis for sample screening to strengthen the learning of this kind of sample. The experimental comparison of RBWS-ADAM2 algorithm and other similar algorithms on the internationally published protocol traffic datasets shows that, compared to other algorithms, the proposed RBWS-ADAM2 algorithm not only improves the F-measure of most minorities, but increases the overall G-mean and the overall average F-measure effectively, and obviously enhances the overall performance of the ensemble classifier.

Publish Information

DOI: 10.19734/j.issn.1001-3695.2018.01.0010
Publish at: Application Research of Computers Printed Article, Vol. 36, 2019 No. 6
Section: Technology of Network & Communication
Pages: 1863-1867
Serial Number: 1001-3695(2019)06-055-1863-05

Publish History

[2019-06-05] Printed Article

Cite This Article

张仁斌, 张杰, 吴佩. 一种面向多类不平衡协议流量的改进AdaBoost.M2算法 [J]. 计算机应用研究, 2019, 36 (6): 1863-1867. (Zhang Renbin, Zhang Jie, Wu Pei. Improved AdaBoost.M2 algorithm for multiclass imbalanced protocol traffic [J]. Application Research of Computers, 2019, 36 (6): 1863-1867. )

About the Journal

  • Application Research of Computers Monthly Journal
  • Journal ID ISSN 1001-3695
    CN  51-1196/TP

Application Research of Computers, founded in 1984, is an academic journal of computing technology sponsored by Sichuan Institute of Computer Sciences under the Science and Technology Department of Sichuan Province.

Aiming at the urgently needed cutting-edge technology in this discipline, Application Research of Computers reflects the mainstream technology, hot technology and the latest development trend of computer application research at home and abroad in a timely manner. The main contents of the journal include high-level academic papers in this discipline, the latest scientific research results and major application results. The contents of the columns involve new theories of computer discipline, basic computer theory, algorithm theory research, algorithm design and analysis, blockchain technology, system software and software engineering technology, pattern recognition and artificial intelligence, architecture, advanced computing, parallel processing, database technology, computer network and communication technology, information security technology, computer image graphics and its latest hot application technology.

Application Research of Computers has many high-level readers and authors, and its readers are mainly senior and middle-level researchers and engineers engaged in the field of computer science, as well as teachers and students majoring in computer science and related majors in colleges and universities. Over the years, the total citation frequency and Web download rate of Application Research of Computers have been ranked among the top of similar academic journals in this discipline, and the academic papers published are highly popular among the readers for their novelty, academics, foresight, orientation and practicality.

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