Better Malware Ground Truth: Techniques for Weighting Anti-Virus Vendor Labels

作者: Alex Kantchelian , Michael Carl Tschantz , Sadia Afroz , Brad Miller , Vaishaal Shankar

DOI: 10.1145/2808769.2808780

关键词:

摘要: … We train a logistic regression predictor on the partial label information. Our results show that as few as a 100 randomly selected training instances with ground truth are enough to …

参考文章(61)
A. P. Dawid, A. M. Skene, Maximum Likelihood Estimation of Observer Error‐Rates Using the EM Algorithm Journal of The Royal Statistical Society Series C-applied Statistics. ,vol. 28, pp. 20- 28 ,(1979) , 10.2307/2346806
Igor Santos, Felix Brezo, Javier Nieves, Yoseba K. Penya, Borja Sanz, Carlos Laorden, Pablo G. Bringas, Idea: Opcode-Sequence-Based Malware Detection Lecture Notes in Computer Science. pp. 35- 43 ,(2010) , 10.1007/978-3-642-11747-3_3
Charlie Curtsinger, Benjamin Livshits, Benjamin Zorn, Christian Seifert, ZOZZLE: fast and precise in-browser JavaScript malware detection usenix security symposium. pp. 3- 3 ,(2011)
Yuval Shahar, Lior Rokach, Gil Tahan, Mal-ID: automatic malware detection using common segment analysis and meta-features Journal of Machine Learning Research. ,vol. 13, pp. 949- 979 ,(2012)
Borja Sanz, Igor Santos, Carlos Laorden, Xabier Ugarte-Pedrero, Pablo Garcia Bringas, Gonzalo Álvarez, PUMA: Permission Usage to Detect Malware in Android CISIS/ICEUTE/SOCO Special Sessions. pp. 289- 298 ,(2013) , 10.1007/978-3-642-33018-6_30
Federico Maggi, Andrea Bellini, Guido Salvaneschi, Stefano Zanero, Finding non-trivial malware naming inconsistencies international conference on information systems security. pp. 144- 159 ,(2011) , 10.1007/978-3-642-25560-1_10
Aziz Mohaisen, Omar Alrawi, AV-Meter: An Evaluation of Antivirus Scans and Labels international conference on detection of intrusions and malware, and vulnerability assessment. pp. 112- 131 ,(2014) , 10.1007/978-3-319-08509-8_7
Mamoun Alazab, Sitalakshmi Venkatraman, Paul A Watters, Moutaz Alazab, None, Zero-day malware detection based on supervised learning algorithms of API call signatures australasian data mining conference. pp. 171- 182 ,(2011)
Igor Santos, Yoseba K Penya, Jaime Devesa, Pablo G Bringas, None, N-GRAMS-BASED FILE SIGNATURES FOR MALWARE DETECTION Proceedings of the 11th International Conference on Enterprise Information. pp. 317- 320 ,(2009) , 10.5220/0001863603170320