@inproceedings{619f956fdf974f81a0cb0a9d5fa33b32,
title = "Unleash the power for tensor: A hybrid malware detection system using ensemble classifiers",
abstract = "The extensive growth of smartphones has spawned the propagation of malicious applications. Due to the increasing use of polymorphic malware, detection is becoming more difficult. To this end, ensemble learning has been proposed to improve accuracy in malware detection, without severely sacrificing time complexity. In this paper, we propose a hybrid detection system, TFBOOST, which incorporates the tensor filter algorithm into boosting ensemble generalization architecture, in order to improve detection efficacy. TFBOOST uses a static analysis to extract features and a level-by-level boosting structure with re-sampling process to diversify base learners. Experimental results show that TFBOOST generally outperforms state-of-The-Art ensemble algorithms with higher detection precision and lower false positive rates. Finally, we visually interpret the high-level results of TFBOOST and conjecture that repackaged malware is the mainstay of potential malware.",
keywords = "Boosting generalization, Ensemble learning, Malware detection, TFBOOST, Tensor decomposition",
author = "Jieqiong Hou and Minhui Xue and Haifeng Qian",
note = "Publisher Copyright: {\textcopyright} 2017 IEEE.; 15th IEEE International Symposium on Parallel and Distributed Processing with Applications and 16th IEEE International Conference on Ubiquitous Computing and Communications, ISPA/IUCC 2017 ; Conference date: 12-12-2017 Through 15-12-2017",
year = "2018",
month = may,
day = "25",
doi = "10.1109/ISPA/IUCC.2017.00170",
language = "英语",
series = "Proceedings - 15th IEEE International Symposium on Parallel and Distributed Processing with Applications and 16th IEEE International Conference on Ubiquitous Computing and Communications, ISPA/IUCC 2017",
publisher = "Institute of Electrical and Electronics Engineers Inc.",
pages = "1130--1137",
editor = "Gregorio Martinez and Richard Hill and Geoffrey Fox and Peter Mueller and Guojun Wang",
booktitle = "Proceedings - 15th IEEE International Symposium on Parallel and Distributed Processing with Applications and 16th IEEE International Conference on Ubiquitous Computing and Communications, ISPA/IUCC 2017",
address = "美国",
}