Optimization of the hidden layer of a multilayer perceptron with backpropagation (bp) network using hybrid k-means-greedy algorithm (kga) for time series prediction

• Main Author: Tan, James Yiaw Beng
• Format: Thesis
• Language: English
• Published: Universiti Malaysia Sarawak (UNIMAS) 2012
• Subjects: TA Engineering (General). Civil engineering (General)
• Online Access: http://ir.unimas.my/id/eprint/14395/3/Optimization%20of%20the%20Hidden%20Layer%20of%20A%20Multilayer%20Perception%20with%20Backpropagation%20%28BP%29%20Network%20Using%20Hybrid%20K-Means-Greedy%20Algorithm%20%28KGA%29%20for%20Time%20Series%20Prediction%20%28Fulltext%29.pdf; http://ir.unimas.my/id/eprint/14395/
• Institution: Universiti Malaysia Sarawak

(Research into the field of artificial neural networks (ANN) is fast gaining interest in recent years, due to the fact that it is fast becoming a popular tool of choice in prediction of time series trends. This recent surge in its popularity can be attributed to the fact that ANN, especially a multi...