DocumentCode
2777379
Title
Pattern dependency of one-to-many association ability in Chaotic Complex-valued Multidirectional Associative Memory with variable scaling factor
Author
Onagi, Motoyuki ; Osana, Yuko
Author_Institution
Sch. of Comput. Sci., Tokyo Univ. of Technol., Tokyo, Japan
fYear
2012
fDate
10-15 June 2012
Firstpage
1
Lastpage
8
Abstract
In this paper, we examine the pattern dependency of the one-to-many association ability in the Chaotic Complex-valued Multidirectional Associative Memory (CCMAM) with variable scaling factor. The CCMAM is composed of complex-valued neurons and chaotic complex-valued neurons, and can realize one-to-many associations of M-tuple multi-valued patterns. The one-to-many association ability of the CCMAM depends the parameters of chaotic complex-valued neurons, and we have already examined the parameter dependency of the one-to-many association ability of this model, and confirmed that the scaling factor of the refractoriness in chaotic complex-valued neurons has a significant influence on the association ability. Although it is thought that stored patterns also have influence on the association ability, the pattern dependency of the one-to-many association ability in the CCMAM has not been examined. In this research, we examined the pattern dependency of the one-to-many association ability and confirmed that the one-to-many association ability decreases when the number of stored patterns or the number of stored common patterns are large.
Keywords
chaos; content-addressable storage; M-tuple multivalued patterns; chaotic complex-valued multidirectional associative memory; chaotic complex-valued neuron refractoriness; one-to-many association ability; pattern dependency; variable scaling factor;
fLanguage
English
Publisher
ieee
Conference_Titel
Neural Networks (IJCNN), The 2012 International Joint Conference on
Conference_Location
Brisbane, QLD
ISSN
2161-4393
Print_ISBN
978-1-4673-1488-6
Electronic_ISBN
2161-4393
Type
conf
DOI
10.1109/IJCNN.2012.6252776
Filename
6252776
Link To Document