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» The Alternating Decision Tree Learning Algorithm
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109
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ILP
2003
Springer
15 years 6 months ago
A Multi-relational Decision Tree Learning Algorithm - Implementation and Experiments
We describe an efficient implementation (MRDTL-2) of the Multi-relational decision tree learning (MRDTL) algorithm [23] which in turn was based on a proposal by Knobbe et al. [19] ...
Anna Atramentov, Hector Leiva, Vasant Honavar
66
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AAAI
2006
15 years 2 months ago
A Fast Decision Tree Learning Algorithm
There is growing interest in scaling up the widely-used decision-tree learning algorithms to very large data sets. Although numerous diverse techniques have been proposed, a fast ...
Jiang Su, Harry Zhang
115
Voted
IRI
2008
IEEE
15 years 7 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
93
Voted
STOC
1996
ACM
104views Algorithms» more  STOC 1996»
15 years 5 months ago
On the Boosting Ability of Top-Down Decision Tree Learning Algorithms
Michael J. Kearns, Yishay Mansour
109
Voted
JMLR
2002
102views more  JMLR 2002»
15 years 24 days ago
Efficient Algorithms for Decision Tree Cross-validation
Cross-validation is a useful and generally applicable technique often employed in machine learning, including decision tree induction. An important disadvantage of straightforward...
Hendrik Blockeel, Jan Struyf