• DocumentCode
    3585917
  • 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
  • fYear
    2014
  • Firstpage
    43
  • Lastpage
    48
  • 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;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Hybrid Intelligent Systems (HIS), 2014 14th International Conference on
  • Print_ISBN
    978-1-4799-7632-4
  • Type

    conf

  • DOI
    10.1109/HIS.2014.7086172
  • Filename
    7086172