TY - GEN

T1 - New neural networks based on taylor series and their research

AU - Chen, Xiaoyun

AU - Ma, Qiang

AU - Alkharobi, Talal

PY - 2009

Y1 - 2009

N2 - This paper is Mining in the essence of neural networks,and constructing 4 types of neural networks: (1) to construct a neural network based on Taylor series; (2) to construct a Taylor component neural network which brings in a Radial Basis Function neuron as a prefix; (3) to construct a Fourier component neural network.Because of the relationships between these functions,the Taylor component NN and the Fourier component NN can be called Gauss series NN equivalently; (4) to construct a Gauss series Clustering neural network and to prove its equivalence with RBF NN in a limit situation.The development of new types of neural Networks is playing an important role either to promote deepening study of neural networks theory or to provide new methods for applications.

AB - This paper is Mining in the essence of neural networks,and constructing 4 types of neural networks: (1) to construct a neural network based on Taylor series; (2) to construct a Taylor component neural network which brings in a Radial Basis Function neuron as a prefix; (3) to construct a Fourier component neural network.Because of the relationships between these functions,the Taylor component NN and the Fourier component NN can be called Gauss series NN equivalently; (4) to construct a Gauss series Clustering neural network and to prove its equivalence with RBF NN in a limit situation.The development of new types of neural Networks is playing an important role either to promote deepening study of neural networks theory or to provide new methods for applications.

KW - Fourier component neural network

KW - Gauss series clustering neural network

KW - Prediction

KW - Stock price

KW - Taylor component neural network

KW - Taylor series neural network

UR - http://www.scopus.com/inward/record.url?scp=70449089086&partnerID=8YFLogxK

U2 - 10.1109/ICCSIT.2009.5234726

DO - 10.1109/ICCSIT.2009.5234726

M3 - Conference contribution

AN - SCOPUS:70449089086

SN - 9781424445196

T3 - Proceedings - 2009 2nd IEEE International Conference on Computer Science and Information Technology, ICCSIT 2009

SP - 291

EP - 294

BT - Proceedings - 2009 2nd IEEE International Conference on Computer Science and Information Technology, ICCSIT 2009

ER -