Adversarial Machine Learning in Malware Detection: Arms Race between Evasion Attack and Defense
作者： Lingwei Chen , Yanfang Ye , Thirimachos Bourlai
关键词:
摘要: … widely deployed, the adversary incentive for defeating them … evasion attack and defense and explore the adversarial machine … selects features based on the capability of the attack. …
sci-hub.se 参考文章(36)
Nedim Šrndić, Battista Biggio, Giorgio Giacinto, Igino Corona, Fabio Roli, Davide Maiorca, Blaine Nelson, Pavel Laskov, Evasion attacks against machine learning at test time european conference on machine learning. ,vol. 8190, pp. 387- 402 ,(2013) , 10.1007/978-3-642-40994-3_25
Duen Horng Chau, Carey Nachenberg, Christos Faloutsos, Adam Wright, Jeffrey Wilhelm, Polonium: Tera-Scale Graph Mining for Malware Detection ,(2013)
Robert A. Dunne, A Statistical Approach to Neural Networks for Pattern Recognition ,(2007)
Fabio Roli, Battista Biggio, Giorgio Fumera, Pattern Recognition Systems under Attack iberoamerican congress on pattern recognition. ,vol. 8258, pp. 1- 8 ,(2013) , 10.1007/978-3-642-41822-8_1
A.H. Sung, J. Xu, P. Chavez, S. Mukkamala, Static analyzer of vicious executables (SAVE) annual computer security applications conference. pp. 326- 334 ,(2004) , 10.1109/CSAC.2004.37
Battista Biggio, Giorgio Fumera, Fabio Roli, Design of robust classifiers for adversarial environments systems, man and cybernetics. pp. 977- 982 ,(2011) , 10.1109/ICSMC.2011.6083796
Yanfang Ye, Tao Li, Shenghuo Zhu, Weiwei Zhuang, Egemen Tas, Umesh Gupta, Melih Abdulhayoglu, Combining file content and file relations for cloud based malware detection Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining - KDD '11. pp. 222- 230 ,(2011) , 10.1145/2020408.2020448
Fei Wang, Wei Liu, Sanjay Chawla, On Sparse Feature Attacks in Adversarial Learning international conference on data mining. pp. 1013- 1018 ,(2014) , 10.1109/ICDM.2014.117
Nedim rndic, Pavel Laskov, Practical Evasion of a Learning-Based Classifier: A Case Study ieee symposium on security and privacy. pp. 197- 211 ,(2014) , 10.1109/SP.2014.20
Lingwei Chen, Tao Li, Melih Abdulhayoglu, Yanfang Ye, Intelligent malware detection based on file relation graphs ieee international conference semantic computing. pp. 85- 92 ,(2015) , 10.1109/ICOSC.2015.7050784