DBLearn: A System Prototype for Knowledge Discovery in Relational Databases.

Jiawei Han, Yongjian Fu, Yue Huang, Yandong Cai, Nick Cercone: DBLearn: A System Prototype for Knowledge Discovery in Relational Databases. SIGMOD Conference 1994: 516

@inproceedings{DBLP:conf/sigmod/HanFHCC94,
  author    = {Jiawei Han and
               Yongjian Fu and
               Yue Huang and
               Yandong Cai and
               Nick Cercone},
  editor    = {Richard T. Snodgrass and
               Marianne Winslett},
  title     = {DBLearn: A System Prototype for Knowledge Discovery in Relational
               Databases},
  booktitle = {Proceedings of the 1994 ACM SIGMOD International Conference on
               Management of Data, Minneapolis, Minnesota, May 24-27, 1994},
  publisher = {ACM Press},
  year      = {1994},
  pages     = {516},
  ee        = {http://doi.acm.org/10.1145/191839.191979, db/conf/sigmod/sigmod94-516.html},
  crossref  = {DBLP:conf/sigmod/94},
  bibsource = {DBLP, http://dblp.uni-trier.de}
}

Abstract

A prototyped data mining system, DBLearn, has been developed, which efficiently and effectively extracts different kinds of knowledge rules from relational databases. It has the following features: high level learning interfaces, tightly integrated with commercial relational database systems, automatic refinement of concept hierarchies, efficient discovery algorithms and good performance. Substantial extensions of its knowledge discovery power towards knowledge mining in object-oriented, deductive and spatial databases are under research and development.

Copyright © 1994 by the ACM, Inc., used by permission. Permission to make digital or hard copies is granted provided that copies are not made or distributed for profit or direct commercial advantage, and that copies show this notice on the first page or initial screen of a display along with the full citation.

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Richard T. Snodgrass, Marianne Winslett (Eds.): Proceedings of the 1994 ACM SIGMOD International Conference on Management of Data, Minneapolis, Minnesota, May 24-27, 1994. ACM Press 1994

, SIGMOD Record 23(2), June 1994
Contents

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[Full Text in PDF Format, 91 KB]

References

[1]: ...
[2]: Jiawei Han, Yandong Cai, Nick Cercone: Knowledge Discovery in Databases: An Attribute-Oriented Approach. VLDB 1992: 547-559
[3]: Jiawei Han, Yandong Cai, Nick Cercone: Data-Driven Discovery of Quantitative Rules in Relational Databases. IEEE Trans. Knowl. Data Eng. 5(1): 29-40(1993)
[4]: Gregory Piatetsky-Shapiro, William J. Frawley (Eds.): Knowledge Discovery in Databases. AAAI/MIT Press 1991, ISBN 0-262-62080-4
Contents
[5]: Abraham Silberschatz, Michael Stonebraker, Jeffrey D. Ullman: Database Systems: Achievements and Opportunities. Commun. ACM 34(10): 110-120(1991)