• DocumentCode
    548430
  • Title

    Constructing the integral OLAP-model based on formal concept analysis

  • Author

    Penkova, T.G. ; Korobko, A.V.

  • Author_Institution
    Inst. of Comput. Modelling of the Siberian Branch, Russian Acad. of Sci., Krasnoyarsk, Russia
  • fYear
    2011
  • fDate
    23-27 May 2011
  • Firstpage
    1544
  • Lastpage
    1548
  • Abstract
    In this paper a new approach to analytical decision making support based on on-line analytical processing of multidimensional data is suggested. The effectiveness of data analysis depends largerly on the data accessibility and transparency of an analytical model of domain. As usual, analytical model of domain is a set of OLAP-models for solving particular problems. The method of constructing a conceptual OLAP-model as an integral analytical model of the domain is proposed. The integral analytical model includes all possible combinations of analyzed objects and gives them the opportunity to be manipulated ad-hoc. The suggested method consists in a formal concept analysis of measures and dimensions based on an expert knowledge about the structure of analyzing objects and their comparability. As a result, conceptual OLAP-model is represented as a concept lattice of multidimensional cubes. Concept lattice features allow the decision maker to discover the nonstandard analytical dependencies on the set of all actual analyzing objects. Conceptual OLAP-model implementation improves the effectiveness of decision making support based on on-line analytical processing of multidimensional data.
  • Keywords
    data mining; decision making; formal concept analysis; information retrieval; analytical decision making support; concept lattice features; data accessibility; data transparency; formal concept analysis; integral OLAP model; multidimensional data processing; nonstandard analytical dependency; online analytical processing; Analytical models; Context; Decision making; Estimation; Lattices; Organizations; Patents;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    MIPRO, 2011 Proceedings of the 34th International Convention
  • Conference_Location
    Opatija
  • Print_ISBN
    978-1-4577-0996-8
  • Type

    conf

  • Filename
    5967306