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Recurrent correlation associative memories

Chiueh, Tzi-Dar and Goodman, Rodney M. (1991) Recurrent correlation associative memories. IEEE Transactions on Neural Networks, 2 (2). pp. 275-284. ISSN 1045-9227. https://resolver.caltech.edu/CaltechAUTHORS:20190314-142001270

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Abstract

A model for a class of high-capacity associative memories is presented. Since they are based on two-layer recurrent neural networks and their operations depend on the correlation measure, these associative memories are called recurrent correlation associative memories (RCAMs). The RCAMs are shown to be asymptotically stable in both synchronous and asynchronous (sequential) update modes as long as their weighting functions are continuous and monotone nondecreasing. In particular, a high-capacity RCAM named the exponential correlation associative memory (ECAM) is proposed. The asymptotic storage capacity of the ECAM scales exponentially with the length of memory patterns, and it meets the ultimate upper bound for the capacity of associative memories. The asymptotic storage capacity of the ECAM with limited dynamic range in its exponentiation nodes is found to be proportional to that dynamic range. Design and fabrication of a 3-mm CMOS ECAM chip is reported. The prototype chip can store 32 24-bit memory patterns, and its speed is higher than one associative recall operation every 3 µs. An application of the ECAM chip to vector quantization is also described.


Item Type:Article
Related URLs:
URLURL TypeDescription
https://doi.org/10.1109/72.80338DOIArticle
Additional Information:© 1991 IEEE. Manuscript received May 9, 1990; revised November 9, 1990.
Issue or Number:2
Record Number:CaltechAUTHORS:20190314-142001270
Persistent URL:https://resolver.caltech.edu/CaltechAUTHORS:20190314-142001270
Official Citation:T. -. Chiueh and R. M. Goodman, "Recurrent correlation associative memories," in IEEE Transactions on Neural Networks, vol. 2, no. 2, pp. 275-284, March 1991. doi: 10.1109/72.80338
Usage Policy:No commercial reproduction, distribution, display or performance rights in this work are provided.
ID Code:93839
Collection:CaltechAUTHORS
Deposited By: George Porter
Deposited On:14 Mar 2019 21:39
Last Modified:03 Oct 2019 20:58

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