TY - GEN
T1 - Single dendritic neuron model trained by spherical search algorithm for classification
AU - Yu, Jia
AU - Shi, Jiarui
AU - Li, Zhen
AU - He, Houtian
AU - Gao, Shangce
N1 - Publisher Copyright:
© 2020 IEEE.
PY - 2020/12/18
Y1 - 2020/12/18
N2 - Recently, the single dendritic neuron with non-linear locality has been focused by many neuroscience researches. The dendrites are composed of several branches, and these branches correspond to three distributions in coordinate, which are used to classify the training data as required. To develop a new dendritic neuron model (DNM) for solving more practical problems, we use a recently proposed state-of-the-art optimization algorithm called spherical search algorithm as the training algorithm. The results based on several real-world classification tasks suggest that the proposed learning algorithm is more effective and promising for training DNM in comparison with another recently proposed differential evolution learning algorithm. It thereafter indicates that DNM, as a single neuron model, is a suitable and powerful classifier.
AB - Recently, the single dendritic neuron with non-linear locality has been focused by many neuroscience researches. The dendrites are composed of several branches, and these branches correspond to three distributions in coordinate, which are used to classify the training data as required. To develop a new dendritic neuron model (DNM) for solving more practical problems, we use a recently proposed state-of-the-art optimization algorithm called spherical search algorithm as the training algorithm. The results based on several real-world classification tasks suggest that the proposed learning algorithm is more effective and promising for training DNM in comparison with another recently proposed differential evolution learning algorithm. It thereafter indicates that DNM, as a single neuron model, is a suitable and powerful classifier.
KW - Artificial neural network
KW - Computational intelligence
KW - Deep learning
KW - Dendritic neuron model
KW - Learning algorithm
KW - Spherical search algorithm
UR - http://www.scopus.com/inward/record.url?scp=85101708998&partnerID=8YFLogxK
U2 - 10.1109/PIC50277.2020.9350805
DO - 10.1109/PIC50277.2020.9350805
M3 - 会議への寄与
AN - SCOPUS:85101708998
T3 - Proceedings of 2020 IEEE International Conference on Progress in Informatics and Computing, PIC 2020
SP - 30
EP - 33
BT - Proceedings of 2020 IEEE International Conference on Progress in Informatics and Computing, PIC 2020
A2 - Wang, Yinglin
A2 - Xiao, Yanghua
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 7th IEEE International Conference on Progress in Informatics and Computing, PIC 2020
Y2 - 18 December 2020 through 20 December 2020
ER -