Application Research on Genetic Algorithm in Anomaly Detection

被引：0

作者：

Cheng, Xiang ^{[1
]}

Huang, Guo-Geng

Wang, Yan-Hong ^{[1
]}

机构：

[1] Jingdezhen Ceram Inst, Inst Informat Engn, Jindezhen, Peoples R China

来源：

ICMS2010: PROCEEDINGS OF THE THIRD INTERNATIONAL CONFERENCE ON MODELLING AND SIMULATION ICMS2010, VOL 3: MODELLING AND SIMULATION IN INDUSTRIAL APPLICATION | 2010年

关键词：

support vector machines; genetic algorithm; anomaly detection;

D O I：

暂无

中图分类号：

TP39 [计算机的应用];

学科分类号：

081203 ; 0835 ;

摘要：

In this paper, we present a genetic algorithm and a SVM (support vector machines) classification method applied to the anomaly detection problems, which optimizes the kernel parameters for SVM. Application of the method yields a major improvement of detection accuracy.

引用

页码：132 / 135

页数：4

共 50 条

[41] Denoising Algorithm for Subtle Anomaly Detection
Sundaram, Arvind
Li, Yeni
Abdel-Khalik, Hany
NUCLEAR TECHNOLOGY, 2022, 208 (09) : 1365 - 1381
[42] Quantum Algorithm for Anomaly Detection of Sequences
Guo, Ming-Chao
Liu, Hai-Ling
Pan, Shi-Jie
Li, Wen-Min
Gao, Fei
Huang, Xin-Yi
Qin, Su-Juan
Wen, Qiao-Yan
ADVANCED QUANTUM TECHNOLOGIES, 2023, 6 (08)
[43] Anomaly Detection Algorithm Based on CFSFDP
Ren, Weiwu
Zhang, Jianfei
Di, Xiaoqiang
Lu, Yinan
Zhang, Bochen
Zhao, Jianping
JOURNAL OF ADVANCED COMPUTATIONAL INTELLIGENCE AND INTELLIGENT INFORMATICS, 2020, 24 (04) : 453 - 460
[44] Research on Intrusion Detection Based on Genetic Algorithm and Rough Set
Li, Shiyong
Zhu, Yanli
Ma, Lijuan
Liang, Yunjuan
2011 INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS AND NEURAL COMPUTING (FSNC 2011), VOL I, 2011, : 175 - 177
[45] Application of a genetic algorithm to the fuel reload optimization for a research reactor
Do, Binh Quang
Nguyen, Lan Phuoc
APPLIED MATHEMATICS AND COMPUTATION, 2007, 187 (02) : 977 - 988
[46] Research and Application of Genetic Algorithm Based on variable crossover probability
Zhao, Bingxu
Xiong, Zhenkai
2017 INTERNATIONAL CONFERENCE ON VIRTUAL REALITY AND VISUALIZATION (ICVRV 2017), 2017, : 156 - 159
[47] The Application of Genetic Algorithm in Land Use Optimization Research: A Review
Ding, Xiaoe
Zheng, Minrui
Zheng, Xinqi
LAND, 2021, 10 (05)
[48] Research on the Application of Using Genetic algorithm In Military materials delivery
Zhang Wujun
CURRENT TRENDS IN THE DEVELOPMENT OF INDUSTRY, PTS 1 AND 2, 2013, 785-786 : 1399 - 1402
[49] Numerical simulation techniques research and application in genetic algorithm design
Peng, Y. (yamianpeng@yeah.net), 1600, Bentham Science Publishers B.V., P.O. Box 294, Bussum, 1400 AG, Netherlands (08): : 63 - 68
[50] Research and Application of Multiple Regression Analysis Based on Genetic Algorithm
Tang Chan-yi
Lin Man-shan
ITESS: 2008 PROCEEDINGS OF INFORMATION TECHNOLOGY AND ENVIRONMENTAL SYSTEM SCIENCES, PT 2, 2008, : 256 - 261

← 1 2 3 4 5 →