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110
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KDD
2002
ACM
144views Data Mining» more  KDD 2002»
16 years 3 months ago
Efficiently mining frequent trees in a forest
Mining frequent trees is very useful in domains like bioinformatics, web mining, mining semi-structured data, and so on. We formulate the problem of mining (embedded) subtrees in ...
Mohammed Javeed Zaki
128
Voted
DKE
2007
105views more  DKE 2007»
15 years 2 months ago
On compressing frequent patterns
A major challenge in frequent-pattern mining is the sheer size of its mining results. To compress the frequent patterns, we propose to cluster frequent patterns with a tightness m...
Dong Xin, Jiawei Han, Xifeng Yan, Hong Cheng
ADMA
2005
Springer
124views Data Mining» more  ADMA 2005»
15 years 4 months ago
Finding All Frequent Patterns Starting from the Closure
Efficient discovery of frequent patterns from large databases is an active research area in data mining with broad applications in industry and deep implications in many areas of d...
Mohammad El-Hajj, Osmar R. Zaïane
94
Voted
AIR
2000
91views more  AIR 2000»
15 years 2 months ago
PlanMine: Predicting Plan Failures Using Sequence Mining
This paper presents the PLANMINE sequence mining algorithm to extract patterns of events that predict failures in databases of plan executions. New techniques were needed because p...
Mohammed Javeed Zaki, Neal Lesh, Mitsunori Ogihara
212
Voted
ICDE
2005
IEEE
104views Database» more  ICDE 2005»
16 years 3 months ago
Practical Data Management Techniques for Vehicle Tracking Data
A novel data source for assessing traffic conditions is floating car data (FCD) in the form of vehicle tracking data, or, in database terms, trajectory data. This work proposes pr...
Sotiris Brakatsoulas, Dieter Pfoser, Nectaria Tryf...