Title :
A nonbinary neural network design
Author :
Porter, William A. ; Zheng, Xiaoyan
Author_Institution :
Dept. of Electr. & Comput. Eng., Alabama Univ., Huntsville, AL, USA
fDate :
9/1/1993 12:00:00 AM
Abstract :
In earlier studies a distributed neural network, referred to as a neuromic array, was introduced. The earlier designs were restricted to binary alphabets. The present study loosens this restriction by demonstrating the design extension to the quartic case. A natural morphism between the quartic valued and binary valued vector spaces is used to establish a design equivalence between the two settings. This correspondence compares the robustness and performance of equivalent binary and quartic designs
Keywords :
neural nets; binary; distributed neural network; neural network; neuromic array; nonbinary; performance; quartic case; robustness; Artificial neural networks; Biological system modeling; Biomedical signal processing; Cognitive science; Computer architecture; Information processing; Neural networks; Neurons; Pattern recognition; Robustness;
Journal_Title :
Computers, IEEE Transactions on