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ICML
2004
IEEE
16 years 3 months ago
A hierarchical method for multi-class support vector machines
We introduce a framework, which we call Divide-by-2 (DB2), for extending support vector machines (SVM) to multi-class problems. DB2 offers an alternative to the standard one-again...
Volkan Vural, Jennifer G. Dy
ICDM
2006
IEEE
169views Data Mining» more  ICDM 2006»
15 years 8 months ago
Privacy-Preserving Data Imputation
In this paper, we investigate privacy-preserving data imputation on distributed databases. We present a privacypreserving protocol for filling in missing values using a lazy deci...
Geetha Jagannathan, Rebecca N. Wright
AAAI
2006
15 years 3 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
IRI
2008
IEEE
15 years 8 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
101
Voted
STOC
1996
ACM
104views Algorithms» more  STOC 1996»
15 years 6 months ago
On the Boosting Ability of Top-Down Decision Tree Learning Algorithms
Michael J. Kearns, Yishay Mansour