New complex-valued activation functions
We present a new type of activation functions for a complex-valued neural network (CVNN). A proposed activation function is constructed such that it fixes a given ellipse. We obtain an application to a complex-valued Hopfield neural network (CVHNN) using a special form of the introduced complex fun...
Main Authors: | Nihal Ozgur, Nihal Taş, James Francis Peters |
---|---|
Format: | Article |
Language: | English |
Published: |
Balikesir University
2020-01-01
|
Series: | An International Journal of Optimization and Control: Theories & Applications |
Subjects: | |
Online Access: | http://www.ijocta.org/index.php/files/article/view/756 |
Similar Items
-
A Delay-Dividing Approach to Robust Stability of Uncertain Stochastic Complex-Valued Hopfield Delayed Neural Networks
by: Pharunyou Chanthorn, et al.
Published: (2020-04-01) -
Fixed-Time Synchronization Analysis for Complex-Valued Neural Networks via a New Fixed-Time Stability Theorem
by: Ling Mi, et al.
Published: (2020-01-01) -
Common Fixed Point Results on Complex-Valued $S$-Metric Spaces
by: Nihal Taş, et al.
Published: (2020-06-01) -
AN ENERGY FUNCTION APPROACH FOR FINDING ROOTS OF CHARACTERISTIC EQUATION
by: Deepak Mishra, et al.
Published: (2011-07-01) -
Computational Complexity of Hopfield Networks
by: Tseng, Hung-Li
Published: (1998)