DocumentCode
1123063
Title
Reliability and Speed of Recall in an Associative Network
Author
Lansner, Anders ; Ekeberg, Orjan
Author_Institution
Department of Numerical Analysis and Computing Science, the Royal Institute of Technology, S-100 44, Stockholm, Sweden.
Issue
4
fYear
1985
fDate
7/1/1985 12:00:00 AM
Firstpage
490
Lastpage
498
Abstract
Previous investigations of the storage capacity of associative nets have not explicitly considered quantitative aspects of the tradeoff between storage capacity and reconstructive power in these systems. Furthermore, few comparisons have been made between theoretical estimates and experimental results (simulations). In this correspondence, we describe some results recently obtained and relevant to these issues. It is shown that a high storage capacity is possible, without sacrificing reliability in the recall process. Furthermore, an efficient algorithm for retrieval of the information stored is presented, and the speed of recall employing various degrees of parallelism is discussed.
Keywords
Associative memory; Biological neural networks; Computer science; Estimation theory; Information retrieval; Neuroscience; Parallel processing; Pattern recognition; Power system reliability; Telecommunication network reliability; Associative network; pattern completion; pattern recognition; reliability of recall; storage capacity;
fLanguage
English
Journal_Title
Pattern Analysis and Machine Intelligence, IEEE Transactions on
Publisher
ieee
ISSN
0162-8828
Type
jour
DOI
10.1109/TPAMI.1985.4767688
Filename
4767688
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