Title :
Analysis for a class of winner-take-all model
Author :
Sum, John P F ; Leung, Chi-sing ; Tam, Peter K S ; Young, Gilbert H. ; Kan, W.K. ; Chan, Lai-Wan
Author_Institution :
Dept. of Comput. Sci., Hong Kong Baptist Univ., Kowloon, Hong Kong
fDate :
1/1/1999 12:00:00 AM
Abstract :
Tam et al. (1996) proposed a simple circuit of winner-take-all (WTA) neural network. Assuming no external input, they derived an analytic equation for its network response time. In this paper, we further analyze the network response time for a class of winner-take-all circuits involving self-decay and show that the network response time of such a class of WTA is the same as that of the simple WTA model
Keywords :
neural nets; unsupervised learning; network response time; self-decay; winner-take-all neural network; Cellular neural networks; Circuits; Computer science; Computer simulation; Delay; Equations; Helium; Neural networks; Semiconductor device modeling; Unsupervised learning;
Journal_Title :
Neural Networks, IEEE Transactions on
