Bruck, Jehoshua and Roychowdhury, Vwani P. (1990) On the number of spurious memories in the Hopfield model. IEEE Transactions on Information Theory, 36 (2). pp. 393-397. ISSN 0018-9448 http://resolver.caltech.edu/CaltechAUTHORS:BRUieeetit90a
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Abstract
The outer-product method for programming the Hopfield model is discussed. The method can result in many spurious stable states-exponential in the number of vectors that are to be stored-even in the case when the vectors are orthogonal.
| Item Type: | Article |
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| Additional Information: | © Copyright 1990 IEEE. Reprinted with permission. Manuscript received March 28, 1989; revised August 1989. This work was supported in part by AFOSR under contract 88-0024A, the Department of the Navy, Office of Naval Research under Contract N00014-86-K-0726, the SDIO/IST, managed by the Army Research Office under Contract DAAL03-87-K-0033, Rockwell International under Contract 6G3052, and the U.S. Army Research Contract DAAL03-86-K-0045. The material in this paper was presented in part at the IEEE Information Theory Symposium, San Diego, CA, January 14-19, 1990. The authors would like to thank Amir Dembo for introducing us to the problem. |
| Subject Keywords: | content-addressable storage; information theory; neural nets |
| Record Number: | CaltechAUTHORS:BRUieeetit90a |
| Persistent URL: | http://resolver.caltech.edu/CaltechAUTHORS:BRUieeetit90a |
| Alternative URL: | http://dx.doi.org/10.1109/18.52486 |
| Usage Policy: | No commercial reproduction, distribution, display or performance rights in this work are provided. |
| ID Code: | 5702 |
| Collection: | CaltechAUTHORS |
| Deposited By: | Archive Administrator |
| Deposited On: | 29 Oct 2006 |
| Last Modified: | 26 Dec 2012 09:14 |
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