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
Link To Document :
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