Cline: A new decision-tree family

Amasyalı M. F., Ersoy O.

IEEE TRANSACTIONS ON NEURAL NETWORKS, cilt.19, sa.2, ss.356-363, 2008 (SCI-Expanded) identifier identifier identifier

  • Yayın Türü: Makale / Tam Makale
  • Cilt numarası: 19 Sayı: 2
  • Basım Tarihi: 2008
  • Doi Numarası: 10.1109/tnn.2007.910729
  • Dergi Adı: IEEE TRANSACTIONS ON NEURAL NETWORKS
  • Derginin Tarandığı İndeksler: Science Citation Index Expanded (SCI-EXPANDED), Scopus
  • Sayfa Sayıları: ss.356-363
  • Anahtar Kelimeler: classifier combination, decision forests, decision trees, learning (artificial intelligence), machine learning, multivariate decision trees, pattern classification, pattern recognition, SELECTION
  • Yıldız Teknik Üniversitesi Adresli: Evet

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.