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Abstract: Previous studies in data mining have yielded efficient algorithms for discovering association rules. But it is well-known problem that the two controlling measures of support and confidence, when used as the sole definition of relevant association rules, are too inclusive --- interesting rules are included with many uninteresting cases. A typical approach to this problem is to augment the thresholds with domainspecific knowledge, in the form of one or more business-goal-driven classification... (Update)
Context of citations to this paper: More
...more interesting rules and patterns. Some researchers have already proposed the use of a concept hierarchy during data mining process [2][10][11] but in most of these cases, the concept hierarchy is in the form of a tree and attribute values exist only at the leaf node of the...
...to frequency based algorithms. Our work is similarly motivated to research into finding multi level association rules from data (e.g. [6], 26] As these others have found, querying across levels of abstraction is important but not possible when the rules are based merely on...
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Multi-level Rule Discovery from Propositional Knowledge Bases - Richards, Malik (Correct)
Mining Association Rules from Semi-structured Data - Maruyama, Uehara (Correct)
Active bibliography (related documents): More All
0.3: Discovery of Multiple-Level Association Rules from Large Databases - Han, Fu (1995) (Correct)
0.3: Program Evolution for Data Mining - Teller, Veloso (1995) (Correct)
0.2: Data Mining: An Overview from a Database Perspective - Chen, Han, Yu (1996) (Correct)
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0.6: Mining Multiple-Level Association Rules in Large Databases - Han, Fu (1999) (Correct)
0.3: Mining Multi-Level Rules with Recurrent Items Using FP'-Tree - Ong, Ng, Lim (2001) (Correct)
0.1: Describing Plan Recognition as Non-Monotonic Reasoning and.. - Jachowicz, Goebel (Correct)
BibTeX entry: (Update)
S. Fortin, L. Liu and R. Goebel. "Multi-Level Association Rule Mining: An Object-Oriented Approach Based on Dynamic Hierarchies," Technical Report TR 96-15, Dept. of Computing Science, University of Alberta (1996). http://citeseer.ist.psu.edu/fortin96multilevel.html More
@misc{ fortin96multilevel,
author = "S. Fortin and L. Liu and R. Goebel",
title = "Multi-Level Association Rule Mining: An Object-Oriented Approach Based
on Dynamic Hierarchies",
text = "S. Fortin, L. Liu and R. Goebel. Multi-Level Association Rule Mining: An
Object-Oriented Approach Based on Dynamic Hierarchies, Technical Report
TR 96-15, Dept. of Computing Science, University of Alberta (1996).",
year = "1996",
url = "citeseer.ist.psu.edu/fortin96multilevel.html" }
Citations (may not include all citations):921 Mining association rules between sets of items in large data.. - Agrawal, Imielinski et al. - 1993
910 Fast algorithms for mining association rules - Agrawal, Srikant - 1994
295 The object-store database system (context) - Lamb, Landis et al. - 1991
213 Discovery of multiple-level association rules from large dat.. - Han, Fu - 1995
164 An efficient algorithm for mining association rules in large.. (context) - Savasere, Omiecinski et al. - 1995
160 Knowledge Discovery in Databases (context) - Piatetsky-Shapiro, Frawley - 1991
137 Finding interesting rules from large sets of discovered rule.. - Klemettinen, Mannila et al. - 1994
125 An effective hash based algorithm for mining association rul.. - Park, Chen et al. - 1995
53 Development and implementation of an object-oriented DBMS (context) - Maier, Stein - 1990
47 Object-oriented query languages: the notion and the issues (context) - Bertino - 1992
41 Metaqueries for data mining - Shen, Ong et al. - 1995
31 The distributed interoperable object model and its applicati.. - Liu, Pu - 1995
28 Meta-rule-guided mining of association rules in relational d.. - Fu, Han - 1995
21 An adaptive approach to query mediation across heterogeneous.. - Liu, Pu et al. - 1996
17 Knowledge discovery in object-oriented and active databases - Han, Nishio et al. - 1993
9 Mining knowledge at multiple concept levels - Han - 1995
3 Practioner problems in need of database research: Research d.. (context) - Krishnamurthy, Imielinki - 1991
1 Database consistency in the presence of schema evolution (context) - Liu - 1995
1 Technical Report CS-R (context) - Holsheimer, Kersten et al. - 1995
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The Graph Isomorphism Problem - Fortin (1996) (Correct)
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