Cline: a new decision-tree family.
A new family of algorithm called Cline that provides a number of methods to construct and use multivariate decision trees is presented. We report experimental results for two types of data: synthetic data to visualize the behavior of the algorithms and publicly available eight data sets. The new methods have been tested against 23 other decision-tree construction algorithms based on benchmark data sets. Empirical results indicate that our approach achieves better classification accuracy compared to other algorithms.
Amasyali
M F
MF
Computer Engineering Department , Yildiz Technical University, Istanbul 34349, Turkey. mfatih@ce.yildiz.edu.tr
Ersoy
O
O
D000465:Algorithms; D003663:Decision Trees; D016247:Information Storage and Retrieval; D007858:Learning / Q000502:physiology*; D016571:Neural Networks, Computer; D010363:Pattern Recognition, Automated