TY - GEN
T1 - Dendritic Neuron Model Trained by Biogeography-Based Optimization for Crude Oil Price Forecasting
AU - Wang, Shi
AU - Sugiyama, Daiki
AU - Sun, Jian
AU - Yang, Lin
AU - Gao, Shangce
N1 - Publisher Copyright:
© 2018 IEEE.
PY - 2018/11/9
Y1 - 2018/11/9
N2 - Recent research reveals that single neuron with flexible dendritic plasticity can perform computation and information processing. Several dendritic neuron models have been proposed and achieving great success in various applications. All previous models use error back-propagation (BP) training method to adjust weights and thresholds in the model. Due to the inherent local search properties of BP, their performance usually suffers from the local optima problem. In this paper, we propose a biogeography-based optimization method to train the dendritic neuron model. Experiment is conducted for crude oil price forecasting and the results suggest that the proposed method can perform very well in comparison with the traditional multiple-layered perceptron.
AB - Recent research reveals that single neuron with flexible dendritic plasticity can perform computation and information processing. Several dendritic neuron models have been proposed and achieving great success in various applications. All previous models use error back-propagation (BP) training method to adjust weights and thresholds in the model. Due to the inherent local search properties of BP, their performance usually suffers from the local optima problem. In this paper, we propose a biogeography-based optimization method to train the dendritic neuron model. Experiment is conducted for crude oil price forecasting and the results suggest that the proposed method can perform very well in comparison with the traditional multiple-layered perceptron.
KW - Biogeography based Optimization
KW - Computational Intelligence
KW - Crude Oil Price Forecasting
KW - Dendritic Neuron Model
UR - http://www.scopus.com/inward/record.url?scp=85058462027&partnerID=8YFLogxK
U2 - 10.1109/IHMSC.2018.00017
DO - 10.1109/IHMSC.2018.00017
M3 - 会議への寄与
AN - SCOPUS:85058462027
T3 - Proceedings - 2018 10th International Conference on Intelligent Human-Machine Systems and Cybernetics, IHMSC 2018
SP - 36
EP - 40
BT - Proceedings - 2018 10th International Conference on Intelligent Human-Machine Systems and Cybernetics, IHMSC 2018
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 10th International Conference on Intelligent Human-Machine Systems and Cybernetics, IHMSC 2018
Y2 - 25 August 2018 through 26 August 2018
ER -