Title :
Orthogonal schemes for bidirectional associative memories
Author :
Haryono ; Sadananda, R. ; Phien, H.N.
Author_Institution :
Dept. of Comput. Sci. & Inf., Asian Inst. of Technol., Bangkok, Thailand
fDate :
6/1/1997 12:00:00 AM
Abstract :
Two issues are addressed in this paper. Firstly, it investigates some important properties of bidirectional associative memories (BAM) and proposes an improved capacity estimate. Those properties are the encoding form of the input pattern pairs as sell as their decoding, the orthogonality of the pattern pairs, the similarity of associated patterns, and the density of the pattern pairs. Secondly, it proposes an implementation approach to improve the storage capacity. The approach embraces three proposed methods, i.e., the bipolar-orthogonal augmentation, the set partition, and the combined method. Along with those methods is the construction of the set of bipolar orthogonal patterns
Keywords :
content-addressable storage; decoding; encoding; neural nets; associated patterns; bidirectional associative memories; bipolar-orthogonal augmentation; capacity estimate; decoding; encoding form; input pattern pairs; orthogonal schemes; set partition; storage capacity; Artificial neural networks; Associative memory; Computer networks; Conferences; Magnesium compounds; Microstructure; Network address translation; Neural networks; Physics computing; Sun;
Journal_Title :
Systems, Man, and Cybernetics, Part B: Cybernetics, IEEE Transactions on
DOI :
10.1109/3477.584962