Abstract
As a result of the use of OLAP technology in new fields of knowledge and the merge of data from different sources, it has become necessary for models to support this technology. In this paper, we propose a new multidimensional model that can manage imprecision both in dimensions and facts. Consequently, the multidimensional structure is able to model data imprecision resulting from the integration of data from different sources or even information from experts, which it does by means of fuzzy logic.
Preview
Unable to display preview. Download preview PDF.
Similar content being viewed by others
References
Agrawal, R. Gupta, A., Sarawagi, S.: Modeling Multidimensional Databases. IBM Research Report, IBM Almaden Research Center (September 1995)
Blanco, I., Sánchez, D., Serrano, J.M., Vila, M.A.: A New Proposal of Aggregation Functions: the Linguistic Summary. In: De Baets, B., Kaynak, O., Bilgiç, T. (eds.) IFSA 2003. LNCS, vol. 2715, Springer, Heidelberg (2003)
Cabibbo, L., Torlone, R.: A Logical Approach to Multidimensional Databases. In: Advances in Databases Technology (EDTB 1998). LNCS, vol. 1337, pp. 183–197. Springer, Heidelberg (1998)
Cabibbo, L., Torlone, R.: Querying Multidimensional Databases. In: Proceedings of the 6th Int. Workshop on databases programming languages (DBPL6) Estes Pork, U.S.A (1997)
Codd, E.F.: Providing OLAP (On-line Analytical Processing) to User-Analysts: An IT Mandate. Technical report, E.F. Codd and Associates (1993)
Delgado, M., Martín-Bautista, M.J., Sánchez, D., Vila, M.A.: On A Characterization of Fuzzy Bags. In: De Baets, B., Kaynak, O., Bilgiç, T. (eds.) IFSA 2003. LNCS, vol. 2715, Springer, Heidelberg (2003)
Dyreson, C.: Information Retrieval from an Incomplete Data Cube. In: Proceedings of the 22nd Int. Conf. on VLDB, pp. 532–543. Morgan Kaufman Publishers, San Francisco (1996)
Gorry, G.A., Scott Morton, M.S.: A Framework for Management Information Systems. Sloan Management Review 13(1), 50–70 (1971)
Gray, J., Chaudhuri, S., Bosworth, A., Layman, A., Reichart, D., Venkatrao, M.: Data Cube: A Relational Aggregation Operator Generalizing Group-By, Cross-Tab, and Sub- Totals. Data Mining and Knowledge Discovery 1, 29–53 (1997)
Kimball, R.: The Data Warehouse Toolkit. Wiley, New York (1996)
Laurent, A., Bouchon-Meunier, B., Doucet, A.: Flexible Unary Multidimensional Queries and their Combinations. In: Proceedings of IPMU 2002, Annecy, France (2002)
Li, C., Wang, X.S.: A Data Model for Supporting On-Line Analytical Processing. In: Proceedings of the 5th Int. Conf. on Information and Knowledge Management, CIKM (1996)
Pedersen, T.B., Jensen, C.S., Dyreson, C.E.: A Foundation for Capturing and Querying Complex Multidimensional Data. Information Systems 26, 383–423 (2001)
Rundensteiner, E.A., Bic, L.: Aggregates in Possibilistic Databases. In: Proceedings of the 15th Conf. on Very Large Databases (VLDB 1998), Amsterdam, Holland, pp. 287–295 (1989)
Yager, R.R.: Aggregation Operators and Fuzzy Systems Modelling. Fuzzy Sets and Systems 67, 129–145 (1994)
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2004 Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
Delgado, M., Molina, C., Sánchez, D., Rodriguez Ariza, L., Vila, M.A. (2004). A Flexible Approach to the Multidimensional Model: The Fuzzy Datacube. In: Conejo, R., Urretavizcaya, M., Pérez-de-la-Cruz, JL. (eds) Current Topics in Artificial Intelligence. TTIA 2003. Lecture Notes in Computer Science(), vol 3040. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-25945-9_3
Download citation
DOI: https://doi.org/10.1007/978-3-540-25945-9_3
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-540-22218-7
Online ISBN: 978-3-540-25945-9
eBook Packages: Springer Book Archive