An on-line algorithm for creating self-organizing fuzzy neural networks

  title={An on-line algorithm for creating self-organizing fuzzy neural networks},
  author={Gang Leng and Girijesh Prasad and T. Martin McGinnity},
  journal={Neural networks : the official journal of the International Neural Network Society},
  volume={17 10},
This paper presents a new on-line algorithm for creating a self-organizing fuzzy neural network (SOFNN) from sample patterns to implement a singleton or Takagi-Sugeno (TS) type fuzzy model. The SOFNN is based on ellipsoidal basis function (EBF) neurons consisting of a center vector and a width vector. New methods of the structure learning and the parameter learning, based on new adding and pruning techniques and a recursive on-line learning algorithm, are proposed and developed. A proof of the… CONTINUE READING
Highly Influential
This paper has highly influenced 12 other papers. REVIEW HIGHLY INFLUENTIAL CITATIONS
Highly Cited
This paper has 170 citations. REVIEW CITATIONS