Structural Feature Engineering Approach for Detecting Polymorphic Malware
作者： Emmanuel Masabo , Kyanda Swaib Kaawaase , Julianne Sansa-Otim , Damien Hanyurwimfura
DOI: 10.1109/DASC-PICOM-DATACOM-CYBERSCITEC.2017.125
关键词:
摘要: Currently, malware are distributed or transmitted in a polymorphic form, smartly obfuscated with packing and encryption routines. This serves the purpose of hardening analysis simply making it impossible. Researchers have mainly resorted to static analysis, dynamic combination both attempting find more adequate solutions problems. paper presents novel simple feature engineering approach terms extracting, analyzing processing structural based features for efficient detection malware. Our experiments achieve accuracy 98.7% on small dataset.
ieeecomputersociety.org参考文章(18)
W. Jeberson, Vrijendra Singh, Aparna Verma, A.K.Gupta, M.S.Rao, A LITERATURE REVIEW ON MALWARE AND ITS ANALYSIS International journal of current research and review. ,vol. 5, pp. 71- 82 ,(2013)
Silvio Cesare, Yang Xiang, Wanlei Zhou, Control Flow-Based Malware VariantDetection IEEE Transactions on Dependable and Secure Computing. ,vol. 11, pp. 307- 317 ,(2014) , 10.1109/TDSC.2013.40
Sudhir Kumar Pandey, B.M. Mehtre, A Lifecycle Based Approach for Malware Analysis international conference on communication systems and network technologies. pp. 767- 771 ,(2014) , 10.1109/CSNT.2014.161
Ratinder Kaur, Maninder Singh, A Survey on Zero-Day Polymorphic Worm Detection Techniques IEEE Communications Surveys and Tutorials. ,vol. 16, pp. 1520- 1549 ,(2014) , 10.1109/SURV.2014.022714.00160
Rafiqul Islam, Ronghua Tian, Lynn Batten, Steve Versteeg, None, Classification of Malware Based on String and Function Feature Selection 2010 Second Cybercrime and Trustworthy Computing Workshop. pp. 9- 17 ,(2010) , 10.1109/CTC.2010.11
Syarif Yusirwan Syamsuddin, Yudi Prayudi, Imam Riadi, Implementation of Malware Analysis using Static and Dynamic Analysis Method International Journal of Computer Applications. ,vol. 117, pp. 11- 15 ,(2015) , 10.5120/20557-2943
Qingshan Jiang, Xinxing Zhao, Kai Huang, A feature selection method for malware detection international conference on information and automation. pp. 890- 895 ,(2011) , 10.1109/ICINFA.2011.5949122
R Pasha, Y Prathima, L Thirupati, Malwise System for Packed and Polymorphic Malware ,(2014)
M. P. Wankhade, Jyoti Landage, Malware and Malware Detection Techniques : A Survey International journal of engineering research and technology. ,vol. 2, ,(2013)
Claudia Eckert, Chih-Ta Lin, Han Xiao, Nai-Jian Wang, Feature Selection and Extraction for Malware Classification Journal of Information Science and Engineering. ,vol. 31, pp. 965- 992 ,(2015)