ILA-2: An inductive learning algorithm for knowledge discovery

TOLUN M., Sever H., ULUDAG M., ABU-SOUD S.

CYBERNETICS AND SYSTEMS, cilt.30, sa.7, ss.609-628, 1999 (SCI-Expanded) identifier identifier

  • Yayın Türü: Makale / Tam Makale
  • Cilt numarası: 30 Sayı: 7
  • Basım Tarihi: 1999
  • Doi Numarası: 10.1080/019697299125037
  • Dergi Adı: CYBERNETICS AND SYSTEMS
  • Derginin Tarandığı İndeksler: Science Citation Index Expanded (SCI-EXPANDED), Scopus
  • Sayfa Sayıları: ss.609-628
  • Hacettepe Üniversitesi Adresli: Evet

Özet

In this paper we describe the ILA-2 rule induction algorithm, which is the improved version of a novel inductive learning algorithm (ILA). We first outline the basic algorithm ILA, and then present how the algorithm is improved using a new evaluation metric that handles uncertainty in the data. By using a new soft computing metric, users can reflect their preferences through a penalty factor to control the performance of the algorithm. Inductive learning algorithm has also a faster pass criteria feature which reduces the processing time without sacrificing much from the accuracy that is not available in basic ILA.