• DocumentCode
    2831880
  • Title

    On the Implementation of Boolean Matrix Factorization

  • Author

    Snael, Vaclav ; Kromer, Pavel ; Platos, Jan ; Husek, D.

  • Author_Institution
    Dept. of Comput. Sci., VSB - Tech. Univ. of Ostrava, Poruba
  • fYear
    2008
  • fDate
    1-5 Sept. 2008
  • Firstpage
    554
  • Lastpage
    558
  • Abstract
    Matrix factorization or factor analysis is an important task helpful in the analysis of high dimensional real world data. There are several well known methods and algorithms for factorization of real data but many application areas including information retrieval, pattern recognition and data mining require processing of binary rather than real data. Unfortunately, the methods used for real matrix factorization fail in the latter case. In this paper we introduce the background of the task as well as genetic algorithm based solver and present results obtained from computer experiments.
  • Keywords
    Boolean algebra; data analysis; genetic algorithms; matrix decomposition; Boolean matrix factorization; data analysis; factor analysis; genetic algorithm; Application software; Computer science; Data mining; Databases; Expert systems; Genetic algorithms; Information retrieval; Iterative algorithms; Matrix decomposition; Minimization methods; genetic algorithms; matrix factorization;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Database and Expert Systems Application, 2008. DEXA '08. 19th International Workshop on
  • Conference_Location
    Turin
  • ISSN
    1529-4188
  • Print_ISBN
    978-0-7695-3299-8
  • Type

    conf

  • DOI
    10.1109/DEXA.2008.92
  • Filename
    4624775