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Abstract: We introduce an active data mining paradigm that combines the recent work in data mining with the rich literature on active database systems. In this paradigm, data is continuously mined at a desired frequency. As rules are discovered, they are added to a rulebase, and if they already exist, the history of the statistical parameters associated with the rules is updated. When the history starts exhibiting certain trends, specified as shape queries in the user-specified triggers, the triggers are ... (Update)
Context of citations to this paper: More
.... [3] incremental mining [6] maintains the completeness of association rules in the presence of insertion deletion of data, active mining [2] tracks the change of support and confidence over time, emerging pattern mining [8] and contrastset mining [4] identify conditions whose...
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BibTeX entry: (Update)
Agrawal, R., and Psaila, G. 1995. Active data mining. In Proc. of the 1st Int'l Conference on Knowledge Discovery in Databases and Data Mining. http://citeseer.ist.psu.edu/agrawal95active.html More
@inproceedings{ agrawal95active,
author = "Rakesh Agrawal and Giuseppe Psaila",
title = "Active Data Mining",
booktitle = "First International Conference on Knowledge Discovery and Data Mining ({KDD}-95)",
publisher = "AAAI Press, Menlo Park, CA, USA",
address = "Montreal, Quebec, Canada",
editor = "M. {Fayyad, Usama} and Ramasamy. Uthurusamy",
pages = "3--8",
year = "1995",
url = "citeseer.ist.psu.edu/agrawal95active.html" }
Citations (may not include all citations):127 Set-oriented production rules in relational database systems - Widom, Finkelstein - 1990 ACM DBLP
113 Active database systems - Dayal, Hanson et al. - 1994 ACM DBLP
80 Composite events for active databases: Semantics (context) - Chakravarthy, Krishnaprasad et al. - 1994
78 Querying shapes of histories - Agrawal, Psaila et al. - 1995 ACM DBLP
38 Implementing high level active rules on top of a relational .. (context) - Simon, Kiernan et al. - 1992 ACM DBLP
37 SEQ: A model for sequence databases - Seshadri, Livny et al. - 1995 DBLP
25 HiPAC: A research project in active time-constrained databas.. (context) - Chakravarthy, Blaustein et al. - 1989
13 Detecting composite events in active databases using petri n.. (context) - Gatziu, Dittrich - 1994
9 and Swami (context) - Agrawal, Imielinski - 1993
4 IEEE Transactions on Knowledge and Data Engineering - mining, perspective - 1994
3 The DBMS research at crossroads (context) - Stonebraker, Agrawal et al. - 1993
3 Menlo Park (context) - in - 1990
3 and Frawley (context) - Piatetsky-Shapiro - 1991
1 Data mining: The next generation of business intelligence (context) - Group - 1994
The graph only includes citing articles where the year of publication is known.
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Parallel Algorithms for High-dimensional Proximity Joins - Shafer, Agrawal (1997) (Correct)
On the Computation of Multidimensional Aggregates - Agarwal, Agrawal.. (1996) (Correct)
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