Ensemble Methods for Malware Diagnosis Based on One-class SVMs

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[1]  Joohan Lee,et al.  Detecting Trojans Using Data Mining Techniques , 2008, IMTIC.

[2]  Ronald L. Rivest,et al.  On Estimating the Size and Confidence of a Statistical Audit , 2007, EVT.

[3]  Thomas S. Huang,et al.  One-class SVM for learning in image retrieval , 2001, Proceedings 2001 International Conference on Image Processing (Cat. No.01CH37205).

[4]  D. Defays,et al.  An Efficient Algorithm for a Complete Link Method , 1977, Comput. J..

[5]  Hwanjo Yu SVMC: Single-Class Classification With Support Vector Machines , 2003, IJCAI.

[6]  D. Opitz,et al.  Popular Ensemble Methods: An Empirical Study , 1999, J. Artif. Intell. Res..

[7]  Chih-Jen Lin,et al.  LIBSVM: A library for support vector machines , 2011, TIST.

[8]  David H. Sharp,et al.  Scaling, machine learning, and genetic neural nets , 1989 .

[9]  Jason Weston Leave-One-Out Support Vector Machines , 1999, IJCAI.

[10]  Salvatore J. Stolfo,et al.  Data mining methods for detection of new malicious executables , 2001, Proceedings 2001 IEEE Symposium on Security and Privacy. S&P 2001.

[11]  Yanfang Ye,et al.  IMDS: intelligent malware detection system , 2007, KDD '07.

[12]  Isabelle Guyon,et al.  An Introduction to Variable and Feature Selection , 2003, J. Mach. Learn. Res..

[13]  Robin Sibson,et al.  SLINK: An Optimally Efficient Algorithm for the Single-Link Cluster Method , 1973, Comput. J..

[14]  Xin Yao,et al.  Ensemble learning via negative correlation , 1999, Neural Networks.

[15]  Eric Bauer,et al.  An Empirical Comparison of Voting Classification Algorithms: Bagging, Boosting, and Variants , 1999, Machine Learning.

[16]  Daphne Koller,et al.  Support Vector Machine Active Learning with Applications to Text Classification , 2000, J. Mach. Learn. Res..

[17]  Zeev Volkovich,et al.  The method of N-grams in large-scale clustering of DNA texts , 2005, Pattern Recognit..