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» Constraint-Based Pattern Set Mining
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IDEAS
2005
IEEE
99views Database» more  IDEAS 2005»
15 years 7 months ago
Distribution-Based Synthetic Database Generation Techniques for Itemset Mining
The resource requirements of frequent pattern mining algorithms depend mainly on the length distribution of the mined patterns in the database. Synthetic databases, which are used...
Ganesh Ramesh, Mohammed Javeed Zaki, William Mania...
KDD
2007
ACM
151views Data Mining» more  KDD 2007»
16 years 2 months ago
Efficient mining of iterative patterns for software specification discovery
Studies have shown that program comprehension takes up to 45% of software development costs. Such high costs are caused by the lack-of documented specification and further aggrava...
Chao Liu 0001, David Lo, Siau-Cheng Khoo
KDD
2006
ACM
139views Data Mining» more  KDD 2006»
16 years 2 months ago
Generating semantic annotations for frequent patterns with context analysis
As a fundamental data mining task, frequent pattern mining has widespread applications in many different domains. Research in frequent pattern mining has so far mostly focused on ...
Qiaozhu Mei, Dong Xin, Hong Cheng, Jiawei Han, Che...
106
Voted
KDD
2002
ACM
140views Data Mining» more  KDD 2002»
16 years 2 months ago
Mining frequent item sets by opportunistic projection
In this paper, we present a novel algorithm OpportuneProject for mining complete set of frequent item sets by projecting databases to grow a frequent item set tree. Our algorithm ...
Junqiang Liu, Yunhe Pan, Ke Wang, Jiawei Han
145
Voted
INFSOF
2000
122views more  INFSOF 2000»
15 years 1 months ago
Component mining: a process and its pattern language
An important issue in a component-based software development process is the supply source of mature, reliable, adaptable, and maintainable components. We define as component minin...
Diomidis Spinellis, K. Raptis