CONSTRUCTION METHOD OF INFORMATION SECURITY DETECTION BASED ON CLUSTERING ALGORITHM

被引：0

作者：

Chen, Shaobo ^{[1
]}

机构：

[1] Shaanxi Univ Technol, Sch Math & Comp Sci, Hanzhong 723000, Peoples R China

来源：

SCALABLE COMPUTING-PRACTICE AND EXPERIENCE | 2024年 / 25卷 / 06期

关键词：

Clustering; Information security; Safety evaluation; PSO algorithm; K; -prototypes; NETWORK; TIME;

D O I：

10.12694/scpe.v25i6.3247

中图分类号：

TP31 [计算机软件];

学科分类号：

081202 ; 0835 ;

摘要：

A method for K-prototype clustering, which can process mixed data types, is proposed first. An algorithm for information security evaluation of hybrid clusters based on K-prototypes was constructed. This method makes full use of the excellent global optimization performance of PSO and effectively solves the defect that the K-protection function quickly falls into local optimization. Simulation results show that the proposed method can effectively prevent local extreme values and improve overall performance.

引用

页码：5295 / 5301

页数：7

共 50 条

[1] DBSCAN Clustering Algorithm Based on Big Data Is Applied in Network Information Security Detection
Zhang, Yan
SECURITY AND COMMUNICATION NETWORKS, 2022, 2022
[2] A new algorithm for clustering analysis and boundary detection in hospital information security
Zhang, Yifan
Li, Xingshan
Shao, Xiangyang
3RD INTERNATIONAL CONFERENCE ON INTELLIGENT ENERGY AND POWER SYSTEMS (IEPS 2017), 2017, : 155 - 159
[3] Vanishing Point Detection Algorithm based on clustering method
Wan, Fang
Yang, R.
ADVANCES IN MECHATRONICS, AUTOMATION AND APPLIED INFORMATION TECHNOLOGIES, PTS 1 AND 2, 2014, 846-847 : 1157 - 1161
[4] A Heuristic Clustering Algorithm forIntrusion Detection Based on Information Entropy
XIONG Jiajun~ 1
2. College of Computer Science
Wuhan University Journal of Natural Sciences, 2006, (02) : 355 - 359
[5] An Improved Clustering Method for Detection System of Public Security Events Based on Genetic Algorithm and Semisupervised Learning
Wang, Heng
Zhao, Zhenzhen
Guo, Zhiwei
Wang, Zhenfeng
Xu, Guangyin
COMPLEXITY, 2017,
[6] RETRACTED: DBSCAN Clustering Algorithm Based on Big Data Is Applied in Network Information Security Detection (Retracted Article)
Zhang, Yan
SECURITY AND COMMUNICATION NETWORKS, 2022, 2022
[7] Construction information security management system based on data sharing algorithm
Zhao, Lihui
INTELLIGENT DECISION TECHNOLOGIES-NETHERLANDS, 2024, 18 (04): : 2775 - 2788
[8] Computer Network Confidential Information Security Based on Big Data Clustering Algorithm
Liu, Weigang
WIRELESS COMMUNICATIONS & MOBILE COMPUTING, 2022, 2022
[9] Research on Anomaly Detection Method Based on DBSCAN Clustering Algorithm
Deng, Dingsheng
2020 5TH INTERNATIONAL CONFERENCE ON INFORMATION SCIENCE, COMPUTER TECHNOLOGY AND TRANSPORTATION (ISCTT 2020), 2020, : 439 - 442
[10] Research on defect detection of media information security based on genetic algorithm
Fan Wang
Applied Nanoscience, 2023, 13 : 2439 - 2447

← 1 2 3 4 5 →