Temporal neuro-fuzzy MAR Algorithm for time series data in rule-based systems

Sisman N., Alpaslan F.

2nd International Conference on Knowledge-Based Intelligent Electronic Systems (KES 98), Adelaide, Avustralya, 21 - 23 Nisan 1998, ss.316-320 identifier

  • Yayın Türü: Bildiri / Tam Metin Bildiri
  • Basıldığı Şehir: Adelaide
  • Basıldığı Ülke: Avustralya
  • Sayfa Sayıları: ss.316-320
  • Orta Doğu Teknik Üniversitesi Adresli: Evet

Özet

This paper introduces a new neuro-fuzzy model for constructing a knowledge-base of temporal fuzzy rules obtained by MAR (Multivariate Autoregressive) Algorithm. The model described contains two main parts which are fuzzy-rule extraction and storage of them. The fuzzy rules are obtained from time series data using MAR Algorithm. Fuzzy linear function with fuzzy number coefficients are used. The extracted rules are fed into the temporal fuzzy multilayer feedforward neural network.