Title :
Discrete parallel-sequential update of neural networks with adapting synapses
Author_Institution :
Dept. de Ingenieria Matematica, Chile Univ., Santiago, Chile
Abstract :
We determine a parallel-sequential iteration starting from a configuration (x(0), A(0)) where A(0) is an n×n symmetric matrix and x(0) the activity vector of neurons. We prove that the dynamics is driven by a Lyapunov functional. Furthermore, some particular cases are analysed.
Keywords :
Hopfield neural nets; Lyapunov methods; dynamics; iterative methods; matrix algebra; Lyapunov functional; activity vector; adapting synapses; discrete parallel-sequential update; dynamics; neural networks; parallel-sequential iteration; symmetric matrix; Automata; DH-HEMTs; Diffusion tensor imaging; Neural networks; Neurons; Symmetric matrices;
Conference_Titel :
Neural Networks, 1993. IJCNN '93-Nagoya. Proceedings of 1993 International Joint Conference on
Print_ISBN :
0-7803-1421-2
DOI :
10.1109/IJCNN.1993.714202
