Abstract
Fuzzy Multidimensional Databases and OLAP (On Line Analytical Processing) are very efficient for data mining ([3,8]). In [9], we have defined an extension of these databases in order to handle imperfect information and flexible multidimensional queries. An architecture is proposed for knowledge discovery. It integrates fuzzy multidimensional databases and learning systems. We investigate here the problem of generating relevant fuzzy summaries from fuzzy multidimensional databases.
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References
R. Agrawal, T. Imielinski and A. Swami, Mining association rules between sets of items in large databases, in Proc. of ACM SIGMOD Conf., pp 207–216, 1993.
P. Bosc, O. Pivert and L. Ughetto, On Data Summaries Based on Gradual Rules, in LNCS, vol. 1625, Springer-Verlag, 1999.
M.S. Chen, J. Han and P.S. Yu, Data Mining: An Overview from a Database Perspective, in IEEE TKDE, 8(6):866–883, 1996.
J.C. Cubero, J.M. Medina, O. Pons and M.A. Vila, Data Summarization with Linguistic Labels: A Loss Less Decomposition Approach, in Proc. of IFSA, 1997.
D. Dubois and H. Prade, Fuzzys ets in data summaries-Outline of a new approach, in Proc. of IPMU, Granada (Spain), pp 1035–1040, 2000.
J. Kacprzyk, R.R. Yager and S. Zadrozny, A fuzzy logic based approach to linguistic summaries of databases, in J. of Applied Mathematics and Computer Science, 2000.
M. Kamber, J. Han and J. Y. Chiang, Metarule-Guided Mining of Multi-Dimensional Association Rules, in KDD, 1997.
A. Laurent, B. Bouchon-Meunier, A. Doucet, S. Gançarski and C. Marsala, Fuzzy Data Mining from Multidimensional Databases, in Studies in Fuzziness and Soft Computing, 54:278–283, Springer-Verlag, 2000.
A. Laurent, De l’OLAP Mining au F-OLAP Mining, in Proc. of Extraction et Gestion des Connaissances, vol. 1, pp 189–200, Hermes, 2001.
G. Raschia and N. Mouaddib, Evaluation de la qualité des partitions de concepts dans un processus de résumés de bases de données, in LFA’00, Cépadués Editions, pp 297–305, 2000.
H. Zhu, On-Line Analytical Mining of Association Rules, Master’s Degree Thesis, Simon Fraser University, 1998.
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Laurent, A. (2001). Generating Fuzzy Summaries From Fuzzy Multidimensional Databases. In: Hoffmann, F., Hand, D.J., Adams, N., Fisher, D., Guimaraes, G. (eds) Advances in Intelligent Data Analysis. IDA 2001. Lecture Notes in Computer Science, vol 2189. Springer, Berlin, Heidelberg. https://doi.org/10.1007/3-540-44816-0_3
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DOI: https://doi.org/10.1007/3-540-44816-0_3
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