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Abstract: Association rules are a key data-mining tool and as such have been well researched. So far, this research has focused predominantly on databases containing categorical data only. However, many real-world databases contain quantitative attributes and current solutions for this case are so far inadequate. We introduce a new definition of quantitative association rules based on statistical inference theory. Our definition reflects the intuition that the goal of association rules is to find... (Update)
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BibTeX entry: (Update)
Aumann, Y.; Lindell, Y.: "A Statistical Theory for Quantitative Association Rules", Proceedings KDD99, San Diego, CA, 1999, pp. 261 - 270 http://citeseer.ist.psu.edu/aumann99statistical.html More
@inproceedings{ aumann99statistical,
author = "Yonatan Aumann and Yehuda Lindell",
title = "A Statistical Theory for Quantitative Association Rules",
booktitle = "Knowledge Discovery and Data Mining",
pages = "261-270",
year = "1999",
url = "citeseer.ist.psu.edu/aumann99statistical.html" }
Citations (may not include all citations):921 Mining association rules between sets of items in large data.. - Agrawal, Imielinski et al. - 1993
209 Mining Quantitative Association Rules in Large Relational Ta.. - Srikant, Agrawal - 1996
208 Fast algorithms for mining association rules in large databa.. (context) - Agrawal, Srikant - 1994
189 Sampling Large Databases for Association Rules - Toivonen - 1996
156 Beyond Market Baskets: Generalizing Association Rules to Cor.. - Brin, Motwani et al. - 1997
121 Efficient Algorithms for discovering association rules - Mannila, Toivonen et al. - 1994
74 Data Mining Using Two-Dimensional Optimized Association Rule.. (context) - Fukuda, Morimoto et al. - 1996
13 Computing Optimized Rectilinear Regions for Association Rule.. (context) - Yoda, Fukuda et al. - 1997
4 Macmillan Publishing Co (context) - Bernard, Theory - 1976
4 An Effective Partitioning-Combining Algorithm for Discoverin.. (context) - Zhang, Lu et al. - 1997
The graph only includes citing articles where the year of publication is known.
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