A feature selection method for malware detection

作者: Qingshan Jiang , Xinxing Zhao , Kai Huang

DOI: 10.1109/ICINFA.2011.5949122

关键词: MalwareFeature selectionFeature vectorData miningComputer scienceFeature extractionPattern recognitionStatistical classificationFalse positive rateArtificial intelligenceNetwork securityFeature (computer vision)

摘要: … However, these feature selection algorithms for unbalanced data need to provide feature selection … determine feature selection scale in different file classification to remove not related …

参考文章(13)
Farnam Jahanian, Jon Oberheide, Evan Cooke, CloudAV: N-version antivirus in the network cloud usenix security symposium. pp. 91- 106 ,(2008)
Morgan C. Wang, Muazzam Ahmed Siddiqui, Data mining methods for malware detection University of Central Florida. ,(2008)
Fred Cohen, Computer viruses Computers & Security. ,vol. 6, pp. 22- 35 ,(1987) , 10.1016/0167-4048(87)90122-2
Zdzisław Pawlak, Rough sets and intelligent data analysis Information Sciences. ,vol. 147, pp. 1- 12 ,(2002) , 10.1016/S0020-0255(02)00197-4
Yanfang Ye, Qingshan Jiang, Weiwei Zhuang, Associative classification and post-processing techniques used for malware detection international conference on anti-counterfeiting, security, and identification. pp. 276- 279 ,(2008) , 10.1109/IWASID.2008.4688391
Zhaohui Zheng, Xiaoyun Wu, Rohini Srihari, Feature selection for text categorization on imbalanced data ACM SIGKDD Explorations Newsletter. ,vol. 6, pp. 80- 89 ,(2004) , 10.1145/1007730.1007741
Dmitriy Komashinskiy, Igor Kotenko, Integrated Usage of Data Mining Methodsfor Malware Detection IF&GIS. pp. 343- 357 ,(2009) , 10.1007/978-3-642-00304-2_24
Yanfang Ye, Dingding Wang, Tao Li, Dongyi Ye, IMDS Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining - KDD '07. pp. 1043- 1047 ,(2007) , 10.1145/1281192.1281308
G. Qu, S. Hariri, M. Yousif, A new dependency and correlation analysis for features IEEE Transactions on Knowledge and Data Engineering. ,vol. 17, pp. 1199- 1207 ,(2005) , 10.1109/TKDE.2005.136
Kai Huang, Yanfang Ye, Qinshan Jiang, ISMCS: An intelligent instruction sequence based malware categorization system international conference on anti counterfeiting security and identification. pp. 509- 512 ,(2009) , 10.1109/ICASID.2009.5276989