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A Method for the Associative Storage of Analog Vectors

Atiya, Amir and Abu-Mostafa, Yaser (1990) A Method for the Associative Storage of Analog Vectors. In: Advances in Neural Information Processing Systems 2 (NIPS 1989). Advances in Neural Information Processing Systems. No.2. Morgan Kaufmann , San Mateo, CA, pp. 590-595. ISBN 1-55860-100-7. https://resolver.caltech.edu/CaltechAUTHORS:20160107-161548455

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Abstract

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. Simulation results confirm the effectiveness of the method.


Item Type:Book Section
Related URLs:
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http://papers.nips.cc/paper/206-a-method-for-the-associative-storage-of-analog-vectorsOrganizationArticle
Additional Information:© 1990 Morgan Kaufmann. This work is supported by the Air Force Office of Scientific Research under grant AFOSR-88-0231.
Funders:
Funding AgencyGrant Number
Air Force Office of Scientific Research (AFOSR)AFOSR-88-0231
Series Name:Advances in Neural Information Processing Systems
Issue or Number:2
Record Number:CaltechAUTHORS:20160107-161548455
Persistent URL:https://resolver.caltech.edu/CaltechAUTHORS:20160107-161548455
Usage Policy:No commercial reproduction, distribution, display or performance rights in this work are provided.
ID Code:63479
Collection:CaltechAUTHORS
Deposited By: Kristin Buxton
Deposited On:09 Jan 2016 01:39
Last Modified:03 Oct 2019 09:28

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