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Abstract: We present our perspective of database mining as the confluence of machine learning techniques and the performance emphasis of database technology. We describe three classes of database mining problems involving classification, associations, and sequences, and argue that these problems can be uniformly viewed as requiring discovery of rules embedded in massive data. We describe a model and some basic operations for the process of rule discovery. We show how the database mining problems we... (Update)
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BibTeX entry: (Update)
R. Agrawal, T. Imielinski and A. Swami, "Database mining: A performance perspective," IEEE Transactions on Knowledge and Data Engineering , vol. 5, pp. 914-925, 1993. http://citeseer.ist.psu.edu/agrawal93database.html More
@incollection{ agrawal93database,
author = "Rakesh {Agrawal} and Tomasz {Imielinski} and Arun {Swami}",
title = "Database Mining: {A} Performance Perspective",
booktitle = "Special Issue on Learning and Discovery in Knowledge-Based Databases",
number = "5(6)",
publisher = "Institute of Electrical and Electronics Engineers",
address = "Washington, U.S.A.",
editor = "Nick {Cercone} and Mas {Tsuchiya}",
pages = "914--925",
year = "1993",
url = "citeseer.ist.psu.edu/agrawal93database.html" }
Citations (may not include all citations):1262 Classification and Regression Trees (context) - Breiman, Friedman et al. - 1984
227 An Introduction to Computing with Neural Nets (context) - Lippmann - 1987
160 Knowledge Discovery in Databases (context) - Piatetsky-Shapiro - 1991
95 An Interval Classifier for Database Mining Applications - Agrawal, Ghosh et al. - 1992
88 Principles of Database and Knowledge-Base Systems (context) - Ullman - 1988
88 Knowledge Discovery in Databases: An AttributeOriented Appro.. - Han, Cai et al. - 1992
60 Induction of Decision Trees (context) - Quinlan - 1986
52 and Presentation of Strong Rules (context) - Piatetsky-Shapiro, Analysis
24 Knowledge Mining by Imprecise Querying: A Classification-Bas.. (context) - Anwar, Beck et al. - 1992
20 Simplifying Decision Trees (context) - Quinlan - 1987
14 Decision Trees in Pattern Recognition (context) - Dattatreya, Kanal - 1985
9 Discovery from Databases: A Review of AI and Statistical Tec.. (context) - Lubinsky - 1989
7 Practitioner Problems in Need of Database Research: Research.. (context) - Krishnamurthy, Imielinski - 1991
6 Data Dredging (context) - Tsur - 1990
5 Application of Information Theory to Pattern Recognition and.. (context) - Chou - 1988
4 NASA Ames Research Center (context) - Buntine, IND et al. - 1991
2 Wray Buntine and Matha Del Alto (context) - Buntine, Alto et al. - 1991
2 Finding Interesting Things in Lots of Data (context) - Brice, Alexander - 1990
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