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Authors: Roberto A. Vázquez and Humberto Sossa

Affiliation: Centro de Investigación en Computación-IPN, Mexico

Abstract: An associative memory (AM) is a special kind of neural network that only allows associating an output pattern with an input pattern. However, some problems require associating several output patterns with a unique input pattern. Classical associative and neural models cannot solve this simple task. In this paper we propose a new network composed of several AMs aimed to solve this problem. By using this new model, AMs can be able to associate several output patterns with a unique input pattern. We test the accuracy of the proposal with a database of real images. We split this database of images into four collections of images and then we trained the network of AMs. During training we associate an image of a collection with the rest of the images belonging to the same collection. Once trained the network we expected to recover a collection of images by using as an input pattern any image belonging to the collection.

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Paper citation in several formats:
A. Vázquez, R. and Sossa, H. (2007). A New Model of Associative Memories Network. In Proceedings of the 3rd International Workshop on Artificial Neural Networks and Intelligent Information Processing (ICINCO 2007) - ANNIIP; ISBN 978-972-8865-86-3, SciTePress, pages 3-12. DOI: 10.5220/0001634900030012

@conference{anniip07,
author={Roberto {A. Vázquez}. and Humberto Sossa.},
title={A New Model of Associative Memories Network},
booktitle={Proceedings of the 3rd International Workshop on Artificial Neural Networks and Intelligent Information Processing (ICINCO 2007) - ANNIIP},
year={2007},
pages={3-12},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0001634900030012},
isbn={978-972-8865-86-3},
}

TY - CONF

JO - Proceedings of the 3rd International Workshop on Artificial Neural Networks and Intelligent Information Processing (ICINCO 2007) - ANNIIP
TI - A New Model of Associative Memories Network
SN - 978-972-8865-86-3
AU - A. Vázquez, R.
AU - Sossa, H.
PY - 2007
SP - 3
EP - 12
DO - 10.5220/0001634900030012
PB - SciTePress

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