Algorithm Research & Explore
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App. Res. of Comp. Printed Article
Vol. 40, 2023 No. 9
2749-2754

One-class optimal margin distribution machine

Lin Juntaoa
Xiao Yanshana
Liu Bob
a. School of Computers, b. School of Automation, Guangdong University of Technology, Guangzhou 510000, China
DOI: 10.19734/j.issn.1001-3695.2022.12.0798

Abstract

The existing one-class support vector machine algorithms are based on the idea of minimum margin. They consider only the noise close to the space origin and are sensitive to noise. To improve the anti-noise ability of the one-class support vector machine through the idea of optimal margin distribution, which considers both of the noise close to the space origin and that far from the space origin, this paper proposed a novel OCODM method. This method maximized the margin and minimized the margin variance to optimize the margin distribution. The experimental results show that compared to the existing one-class support vector machine algorithms, this method has better robustness, and it is a supplement of the existing one-class support vector machine algorithms and can enhance the anti-noise ability of existing methods.

Foundation Support

国家自然科学基金资助项目(62076074)

Publish Information

DOI: 10.19734/j.issn.1001-3695.2022.12.0798
Publish at: Application Research of Computers Printed Article, Vol. 40, 2023 No. 9
Section: Algorithm Research & Explore
Pages: 2749-2754
Serial Number: 1001-3695(2023)09-028-2749-06

Publish History

[2023-03-08] Accepted Paper
[2023-09-05] Printed Article

Cite This Article

林钧涛, 肖燕珊, 刘波. 一分类最优间隔分布机 [J]. 计算机应用研究, 2023, 40 (9): 2749-2754. (Lin Juntao, Xiao Yanshan, Liu Bo. One-class optimal margin distribution machine [J]. Application Research of Computers, 2023, 40 (9): 2749-2754. )

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  • 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.

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