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Abstract: Visualization is known to be one of the most efficient data mining approaches. The human eye can capture complex patterns and relationships, along with detecting the outlying (exceptional) cases in a data set. The main limitation of the visual data analysis is its poor scalability: it is hardly applicable to data sets of high dimensionality. We use the concepts of Fuzzy Set Theory to automate the process of human perception. The automated tasks include comparison of frequency distributions,... (Update)
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...depending on human perception of the difference between the mapping functions. We have outlined a general approach to automated perception in [3 4]. For automating the perception of this difference, we are using here the following membership function sg :...
...Abraham Kandel Department of Computer Science and Engineering University of South Florida 4202 E. Fowler Avenue, ENB 118 Tampa, FL 33620, USA E mail: kandel csee.usf.edu Abstract: Most real world databases include a certain amount of exceptional values, generally termed...
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BibTeX entry: (Update)
Last, M., and Kandel, A.: Automated Perceptions in Data Mining, invited paper, to appear in the proceedings of the 8th International Conference on Fuzzy Systems (FUZZ-IEEE'99), Seoul, Korea (1999). http://citeseer.ist.psu.edu/last99automated.html More
@misc{ last99automated,
author = "M. Last and A. Kandel",
title = "Automated Perceptions in Data Mining",
text = "Last, M., and Kandel, A.: Automated Perceptions in Data Mining, invited
paper, to appear in the proceedings of the 8th International Conference
on Fuzzy Systems (FUZZ-IEEE'99), Seoul, Korea (1999).",
year = "1999",
url = "citeseer.ist.psu.edu/last99automated.html" }
Citations (may not include all citations):976 Machine Learning (context) - Mitchell - 1997
262 From Data Mining to Knowledge Discovery: An Overview (context) - Fayyad, Piatetsky-Shapiro et al. - 1996
209 Mining Quantitative Association Rules in Large Relational Ta.. - Srikant, Agrawal - 1996
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29 Discovering Informative Patterns and Data Cleaning - Guyon, Matic et al. - 1996
29 IEEE Transactions on Fuzzy Systems (context) - Pedrycz, Multimodels - 1996
14 Induction of Fuzzy Decision Trees (context) - Yuan, Shaw - 1995
5 InformationTheoretic Fuzzy Approach to Data Reliability and .. (context) - Maimon, Kandel et al. - 1999
5 Statistics for Management and Economics (context) - Mendenhall, Reinmuth et al. - 1993
3 The Foundations of Rule-Based Computations in Fuzzy Models (context) - Kandel, Pacheco et al. - 1996
3 Fuzzy Data Mining (context) - Kandel, Klein - 1999
3 An Information-Theoretic Approach to Data Mining - Last, Maimon - 1999
3 Elements of Statistical Reasoning (context) - Minium, Clarke et al. - 1999
3 Fuzzy Set Technology in Knowledge Discovery (context) - Pedrycz - 1998
2 Fuzzy Hypothesis Testing: Verification-Based Data Mining (context) - Schenker, Last et al. - 1999
2 Fuzzy Comparison of Frequency Distributions (context) - Last, Kandel - 1999
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