TY - GEN
T1 - A new model of associative memories network
AU - Vázquez, Roberto A.
AU - Sossa, Humberto
PY - 2007
Y1 - 2007
N2 - 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.
AB - 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.
UR - http://www.scopus.com/inward/record.url?scp=58149125755&partnerID=8YFLogxK
M3 - Contribución a la conferencia
AN - SCOPUS:58149125755
SN - 9789728865863
T3 - Proceedings of the 3rd International Workshop on Artificial Neural Networks and Intelligent Information Processing - ANNIIP 2007; In Conjunction with ICINCO 2007
SP - 3
EP - 12
BT - Proceedings of the 3rd International Workshop on Artificial Neural Networks and Intelligent Information Processing - ANNIIP 2007; In Conjunction with ICINCO 2007
T2 - 3rd International Workshop on Artificial Neural Networks and Intelligent Information Processing - ANNIIP 2007; In Conjunction with ICINCO 2007
Y2 - 10 May 2007 through 10 May 2007
ER -