Title :
Cluster-based associative memories built from unreliable storage
Author :
Leduc-Primeau, Francois ; Gripon, Vincent ; Rabbat, Michael G. ; Gross, Warren J.
Author_Institution :
Dept. of Electr. & Comput. Eng., McGill Univ., Montréal, QC, Canada
Abstract :
We consider associative memories based on clustered graphs that were recently introduced. These memories are almost optimal in terms of the amount of storage they require (efficiency), and allow retrieving messages with low complexity. We study an unreliable implementation of the memory and compare its error rate and storage efficiency with that of a reliable implementation. We present analytical and simulation results that indicate that the proposed memory structure can tolerate a large number of faults at a reasonable cost, thereby making it a good candidate for achieving highly efficient circuit implementations of associative memories.
Keywords :
content-addressable storage; graph theory; pattern clustering; cluster-based associative memories; clustered graph; error rate; memory structure; storage efficiency; unreliable storage; Associative memory; Circuit faults; Clustering algorithms; Hardware; Integrated circuit modeling; Reliability; Vectors;
Conference_Titel :
Acoustics, Speech and Signal Processing (ICASSP), 2014 IEEE International Conference on
Conference_Location :
Florence
DOI :
10.1109/ICASSP.2014.6855234