Title :
Determination of weights for Hopfield associative memory by error back propagation
Author :
Tan, Shaohua ; Hao, Jianbin ; Vandewalle, Joos
Author_Institution :
Dept. of Electr. Eng., Katholieke Univ., Leuven, Heverlee, Belgium
Abstract :
A systematic approach to designing discrete Hopfield associative memories is described. The underlying idea is to translate such a design problem into solving a set of linear inequalities. Along with the consideration of the consistency, this later problem is further formulated into determining the weights of a feedforward net, which can then be solved by applying the well-known error back-propagation method. The approach is illustrated by design examples
Keywords :
content-addressable storage; matrix algebra; neural nets; Hopfield associative memory; error back propagation; feedforward net; linear inequalities; weights determination; Algorithm design and analysis; Associative memory; Design methodology; Feedforward systems; H infinity control; Joining processes; Neurons; Stochastic processes; Transfer functions; Vectors;
Conference_Titel :
Circuits and Systems, 1991., IEEE International Sympoisum on
Print_ISBN :
0-7803-0050-5
DOI :
10.1109/ISCAS.1991.176032
