Network anomaly detection based on TCM-KNN and genetic algorithm

Autor: LI Yang, FANG Bin-xing, GUO Li, TIAN Zhi-hong, ZHANG Yong-zheng, JIANG Wei
Jazyk: čínština
Rok vydání: 2007
Předmět:
Zdroj: Tongxin xuebao, Pp 48-52 (2007)
Druh dokumentu: article
ISSN: 1000-436X
Popis: A network anomaly detection scheme based on TCM-KNN algorithm was proposed.Moreover,genetic algo-rithm(GA) based instance selection was introduced to boost the detection performance,meanwhile reduce the computa-tional cost for TCM-KNN.A series of experimental results demonstrate the proposed method is effective,the instance se-lection mechanism also improves TCM-KNN and makes it be a good candidate for anomaly detection in practice.
Databáze: Directory of Open Access Journals