Title :
Applying non-negative matrix factorization methods to discover user;s resource access patterns for computer security tasks
Author :
Tsarev, Dmitry ; Kurynin, Roman ; Petrovskiy, Mikhail ; Mashechkin, Igor
Author_Institution :
Comput. Sci. Dept., Lomonosov Moscow State Univ., Moscow, Russia
Abstract :
In the paper we describe the NMF-based approach applied to the problem of determining an employee´s access needs. The conducted research showed that the proposed NMF-based methods provide a useful analytical framework for processing and modeling employee´s access needs data, and the obtained results demonstrate acceptable performance and provide descriptive representation model.
Keywords :
matrix decomposition; security of data; NMF-based approach; NMF-based method; computer security task; employee access need; nonnegative matrix factorization method; resource access pattern; Companies; Computational modeling; Computer security; Data models; Matrix decomposition; computer security; logs mining; missing values imputation; non-negative matrix factorization; singular value decomposition; user behavior modelling; weight of evidence;
Conference_Titel :
Hybrid Intelligent Systems (HIS), 2014 14th International Conference on
Print_ISBN :
978-1-4799-7632-4
DOI :
10.1109/HIS.2014.7086172