Title :
Curved search algorithm for neural network learning
Author :
Wu, Peitsang ; Fang, Shu-Cherng ; Nuttle, Henry L W
Author_Institution :
Dept. of Ind. Manage., I-Shou Univ., Kaohsiung, Taiwan
Abstract :
In this paper we present a new learning method of back propagation training algorithms for neural networks. With the objective of reducing training time, we introduce a curved search method with a fixed step size for determining weight adjustments. Computational results indicate a strong potential for significant reduction in training time
Keywords :
backpropagation; computational complexity; multilayer perceptrons; search problems; back propagation training algorithms; backpropagation training algorithms; curved search algorithm; fixed step size; neural network learning; training time reduction; weight adjustments; Engineering management; Feedforward neural networks; Industrial training; Learning systems; Management training; Multi-layer neural network; Neural networks; Neurons; Newton method; Search methods;
Conference_Titel :
Neural Networks, 1999. IJCNN '99. International Joint Conference on
Conference_Location :
Washington, DC
Print_ISBN :
0-7803-5529-6
DOI :
10.1109/IJCNN.1999.832638
