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» Constraint-based Tree Pattern Mining
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103
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IRI
2008
IEEE
15 years 6 months ago
Compound record clustering algorithm for design pattern detection by decision tree learning
Recovering design patterns applied in a system can help refactoring the system. Machine learning algorithms have been successfully applied in mining data patterns. However, one of...
Jing Dong, Yongtao Sun, Yajing Zhao
80
Voted
AUSDM
2007
Springer
113views Data Mining» more  AUSDM 2007»
15 years 5 months ago
PCITMiner- Prefix-based Closed Induced Tree Miner for finding closed induced frequent subtrees
Frequent subtree mining has attracted a great deal of interest among the researchers due to its application in a wide variety of domains. Some of the domains include bio informati...
Sangeetha Kutty, Richi Nayak, Yuefeng Li
64
Voted
ADMA
2007
Springer
103views Data Mining» more  ADMA 2007»
15 years 5 months ago
Explorative Data Mining on Stock Data - Experimental Results and Findings
This paper presents our preliminary explorative data mining experiments on stock data. The experiments are performed using information gain evaluation, chi-square test and decision...
Lay-Ki Soon, Sang Ho Lee
84
Voted
ICDM
2006
IEEE
134views Data Mining» more  ICDM 2006»
15 years 5 months ago
Fast Frequent Free Tree Mining in Graph Databases
Free tree, as a special graph which is connected, undirected and acyclic, is extensively used in domains such as computational biology, pattern recognition, computer networks, XML...
Peixiang Zhao, Jeffrey Xu Yu
87
Voted
PAKDD
2004
ACM
186views Data Mining» more  PAKDD 2004»
15 years 5 months ago
CMTreeMiner: Mining Both Closed and Maximal Frequent Subtrees
Abstract. Tree structures are used extensively in domains such as computational biology, pattern recognition, XML databases, computer networks, and so on. One important problem in ...
Yun Chi, Yirong Yang, Yi Xia, Richard R. Muntz