Title of paper:
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Generalized net model for binary operations over intuitionistic fuzzy OLAP cubes
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Author(s):
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Panagiotis Chountas
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University of Westminster, School of Computer Science, DKM Group, London, UK,
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chountp@westminster.ac.uk
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Boyan Kolev
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Centre for Biomedical Engineering, Bulgarian Academy of Sciences, Sofia, Bulgaria
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bik@clbme.bas.bg
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Violeta Tasseva
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Centre for Biomedical Engineering, Bulgarian Academy of Sciences, Sofia, Bulgaria
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violeta@clbme.bas.bg
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Krassimir Atanassov
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Centre for Biomedical Engineering, Bulgarian Academy of Sciences, Sofia, Bulgaria
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krat@bas.bg
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Presented at:
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8th IWGN, Sofia, 26 June 2007
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Published in:
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Conference proceedings, pages 66—72
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Download:
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PDF (208 Kb, File info)
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Abstract:
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We present our approach for extending the OLAP model to include treatment of value uncertainty as part of a multidimensional model inhabited by concepts and non-rigid hierarchical structures of organization. New multidimensional-cubic operators defined over the IF-Cube are introduced. The emphasis is on operating over data with imprecision either in the facts or in the dimensional attributes organised in the form of kind of hierarchies.
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Keywords:
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Generalized nets.
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References:
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- Codd, E., "Providing OLAP (On-line Analytical Processing) to user-analysts: An IT mandate," E.F. Codd and Associates, Tech. Rep., 1993.
- Gray J., Chaudhuri S., Bosworth, A., Layman, A., Reichart, D., Venkatrao, M., "Data Cube: A relational aggregation operator generalising group-by, cross-tab, and sub-totals," Data Mining & Knowledge Discovery, vol. 1, 1997, pp. 29-53.
- Kimball, R., The Data Warehouse Toolkit. New York: John Wiley & Sons, 1996.
- Agrawal, R., Gupta, A., Sarawagi, S., "Modeling multidimensional databases." IBM Almaden Research Center, Tech. Rep., September 1995.
- Vasilakis, C., El-Darzi, E., Chountas, P., “A Data Warehouse Environment for Storing and Analyzing Simulation Output Data” Winter Simulation, ACM Guide, IEEE Press 2004, pp. 691– 698.
- Atanassov, K., “Intuitionistic Fuzzy Sets”, Springer-Verlag, Heidelberg, 1999.
- Rogova, E., Chountas, P., Kolev, B., "Intuitionistic Fuzzy Knowledge-based OLAP”, Notes on Intuitionistic Fuzzy Sets, Vol.13, No.2, ISSN 1310-4926, 2007, pp.88-100.
- Chountas, P., Kolev B., Tasseva, V., Atanassov, K., “Generalized Nets in Artificial Intelligence, Vol. 4: Generalised Nets, Uncertain Data, and Knowledge Engineering”, Publishing House of Bulgarian Academy of Sciences, Sofia, 2007.
- Rogova E., Chountas P., “On imprecision Intuitionistic fuzzy sets & OLAP – The case for KNOLAP” IFSA 2007, Springer Verlag, pp. 11-20
- Atanassov, K., Generalized Nets, World Scientific, Singapore, New Jersey, London 1991.
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