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Abstract: We suggest a novel, unified approach to automating the entire process of Knowledge Discovery in Databases (KDD). The approach builds upon Shannon's Information Theory, statistical estimation methods, and Fuzzy Logic. The KDD stages to be automated include: dimensionality reduction, discovering informative rules (patterns), predicting values of unknown attributes, and cleaning a dataset from lowly reliable data. The relational database model is extended by partitioning the relation scheme into... (Update)
Context of citations to this paper: More
.... time series is based on the information theoretic method of knowledge discovery and data mining, initially introduced by us in [12] and [13] The interactions between the input (predicting) attributes and the target (classification) attribute are modeled by an...
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3: Programs for machine learning (context) - Quinlan - 1993
3: Elements of Information Theory (context) - Cover, Thomas - 1991
3: Linear Models: Least Squares and Alternatives (context) - Rao, Toutenburg - 1995
BibTeX entry: (Update)
O. Maimon, A. Kandel, and M. Last, "Information---theoretic fuzzy approach to knowledge discovery in databases," in Advances in Soft Computing ---Engineering Design and Manufacturing, R. Roy, T. Furuhashi, and P. K. Chawdhry, Eds. London, U.K.: Springer-Verlag, 1999, pp. 315--326. http://citeseer.ist.psu.edu/maimon99informationtheoretic.html More
@misc{ maimon99informationtheoretic,
author = "O. Maimon and A. Kandel and M. Last",
title = "Information---theoretic fuzzy approach to knowledge discovery in databases",
text = "O. Maimon, A. Kandel, and M. Last, Information---theoretic fuzzy approach
to knowledge discovery in databases, in Advances in Soft Computing ---Engineering
Design and Manufacturing, R. Roy, T. Furuhashi, and P. K. Chawdhry, Eds.
London, U.K.: Springer-Verlag, 1999, pp. 315--326.",
year = "1999",
url = "citeseer.ist.psu.edu/maimon99informationtheoretic.html" }
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1543 Probabilistic Reasoning in Intelligent Systems: Networks of .. (context) - Pearl - 1988
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2 Fuzzy Approach to Data Reliability (context) - Maimon, Kandel et al. - 1998
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1 and Scheines R 1993 Causation (context) - Spirtes, Glymour - 1993
Documents on the same site (http://www.csee.usf.edu/~mlast): More
Automated Perceptions in Data Mining - Last, Kandel (1999) (Correct)
Applying Fuzzy Hypothesis Testing to Medical Data - Last, Schenker, Kandel (Correct)
Knowledge Discovery in Mortality Records: An Info-Fuzzy.. - Last, Maimon, Kandel (Correct)
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