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JDWM
2007
84views more  JDWM 2007»
13 years 11 months ago
A Look back at the PAKDD Data Mining Competition 2006
The PAKDD Competition 2006 involved the problem of classifying mobile telecom network customers into 2G and 3G, with the ultimate aim of identifying existing 2G network customers w...
Nathaniel B. Noriel, Chew Lim Tan
JDWM
2007
112views more  JDWM 2007»
13 years 11 months ago
Empowering the OLAP Technology to Support Complex Dimension Hierarchies
Comprehensive data analysis has become indispensable in a variety of domains. OLAP (On-Line Analytical Processing) systems tend to perform poorly or even fail when applied to comp...
Svetlana Mansmann, Marc H. Scholl
JDWM
2007
90views more  JDWM 2007»
13 years 11 months ago
Mining for Mutually Exclusive Items in Transaction Databases
Association rule mining is a popular task that involves the discovery of co-occurences of items in transaction databases. Several extensions of the traditional association rule mi...
George Tzanis, Christos Berberidis
JDWM
2007
86views more  JDWM 2007»
13 years 11 months ago
Predicting Future Customers via Ensembling Gradually Expanded Trees
Our LAMDAer team has won the PAKDD'06 Data Mining Competition (Open Category) Grand Champion. This report presents our solution to PAKDD'06 Data Mining Competition. Follo...
Yang Yu, De-Chuan Zhan, Xu-Ying Liu, Ming Li, Zhi-...
JDWM
2007
122views more  JDWM 2007»
13 years 11 months ago
A Hyper-Heuristic for Descriptive Rule Induction
Rule induction from examples is a machine learning technique that finds rules of the form condition → class, where condition and class are logic expressions of the form variable...
Tho Hoan Pham, Tu Bao Ho
JDWM
2007
107views more  JDWM 2007»
13 years 11 months ago
Evolutionary Induction of Mixed Decision Trees
This article presents a new evolutionary algorithm (EA) for induction of mixed decision trees. In nonterminal nodes of a mixed tree, different types of tests can be placed, rangin...
Marek Kretowski, Marek Grzes
JDWM
2007
140views more  JDWM 2007»
13 years 11 months ago
Multi-Label Classification: An Overview
Nowadays, multi-label classification methods are increasingly required by modern applications, such as protein function classification, music categorization and semantic scene cla...
Grigorios Tsoumakas, Ioannis Katakis