A Method for the Associative Storage of Analog Vectors

Atiya, Amir F., Abu-Mostafa, Yaser S.

Neural Information Processing Systems 

A method for storing analog vectors in Hopfield's continuous feedback model is proposed. By analog vectors we mean vectors whose components are real-valued. The vectors to be stored are set as equilibria of the network. The network model consists of one layer of visible neurons and one layer of hidden neurons. We propose a learning algorithm, which results in adjusting the positions of the equilibria, as well as guaranteeing their stability.

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