Title :
Effect of connectivity in associative memory models
Author :
Komlós, János ; Paturi, Ramamohan
Author_Institution :
California Univ., San Diego, La Jolla, CA, USA
Abstract :
The authors investigate how good connectivity properties translate into good error-correcting behavior in sparse networks of threshold elements. They determine how the eigenvalues of the interconnection graph (which in turn reflect connectivity properties) relate to the quantities, number of items stored, amount of error-correction, radius of attraction, and rate of convergence in an associative memory model consisting of a sparse network of threshold elements or neurons
Keywords :
content-addressable storage; eigenvalues and eigenfunctions; neural nets; associative memory models; connectivity; eigenvalues; error-correcting; interconnection graph; neurons; rate of convergence; sparse networks; threshold elements; Associative memory; Biological system modeling; Biological systems; Biology computing; Brain modeling; Humans; Learning systems; Neurons; Power system modeling; Vectors;
Conference_Titel :
Foundations of Computer Science, 1988., 29th Annual Symposium on
Conference_Location :
White Plains, NY
Print_ISBN :
0-8186-0877-3
DOI :
10.1109/SFCS.1988.21932