Title :
A survey of perceptron circuit complexity results
Author_Institution :
Sch. of EE&CS, Washington State Univ., Pullman, WA, USA
Abstract :
This paper surveys many circuit complexity results for networks of perceptrons, focusing on those presented over the last ten years. The first part reviews general theoretical results, while the second part is more practical, comparing nine different constructive solutions for the addition of two binary numbers.
Keywords :
circuit complexity; perceptrons; threshold logic; circuit complexity; neural networks; perceptron circuit; Complexity theory; Computer networks; Cost function; Logic circuits; Nerve fibers; Neural networks; Neurons; Optical computing; Tunneling; Very large scale integration;
Conference_Titel :
Neural Networks, 2003. Proceedings of the International Joint Conference on
Print_ISBN :
0-7803-7898-9
DOI :
10.1109/IJCNN.2003.1223825