Cline: A new decision-tree family


Amasyalı M. F. , Ersoy O.

IEEE TRANSACTIONS ON NEURAL NETWORKS, cilt.19, ss.356-363, 2008 (SCI İndekslerine Giren Dergi) identifier identifier identifier

  • Cilt numarası: 19
  • Basım Tarihi: 2008
  • Doi Numarası: 10.1109/tnn.2007.910729
  • Dergi Adı: IEEE TRANSACTIONS ON NEURAL NETWORKS
  • Sayfa Sayıları: ss.356-363

Özet

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.