Advances of the DBLearn System for Knowledge Discovery in Large Databases

Han, Jiawei; Fu, Yongjian; Tang, Simon

Advances of the DBLearn System for Knowledge Discovery in Large Databases

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Proceedings of the Fourteenth International Joint Conference on Artificial Intelligence. Videos. Pages 2049-2049.

Abstract

A prototyped data mining system, DBLearn, was developed in Simon Fraser Univ., which integrates machine learning methodologies with database technologies and efficiently and effectively extracts characteristic and discriminant rules from relational databases. Further developments of DBLearn lead to a new generation data mining system: DBMiner, with the following features: (1) mining new kinds of rules from large databases, including multiple-level association rules, classification rules, cluster description rules, etc., (2) automatic generation and refinement of concept hierarchies, (3) high level SQL-like and graphical data mining interfaces, and ( 4) client/server architecture and performance improvements for large applications. The major features of the system are demonstrated with experiments in a research grant information database.

Jiawei Han, Yongjian Fu, and Simon Tang. 1995. Advances of the DBLearn System for Knowledge Discovery in Large Databases. In Proceedings of the Fourteenth International Joint Conference on Artificial Intelligence, IJCAI-95. IJCAI, 2049–2049. https://ijcai.org/proceedings/1995/266

@inproceedings{ijcai1995p266,
  title     = {Advances of the DBLearn System for Knowledge Discovery in Large Databases},
  author    = {Han, Jiawei and Fu, Yongjian and Tang, Simon},
  booktitle = {Proceedings of the Fourteenth International Joint Conference on
               Artificial Intelligence, {IJCAI-95}},
  publisher = {International Joint Conferences on Artificial Intelligence},
  editor    = {Chris S. Mellish},
  pages     = {2049--2049},
  year      = {1995},
  note      = {Videos},
  url       = {https://ijcai.org/proceedings/1995/266},
}

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TI  - Advances of the DBLearn System for Knowledge Discovery in Large Databases
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AU  - Fu, Yongjian
AU  - Tang, Simon
T2  - Proceedings of the Fourteenth International Joint Conference on Artificial Intelligence, IJCAI-95
PB  - International Joint Conferences on Artificial Intelligence
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