Content-based information retrieval using an embedded neural associative memory

Schmidt M, Rückert U (2001)
In: Parallel and Distributed Processing, 2001. Proceedings. Ninth Euromicro Workshop on. 443-450.

Conference Paper | Published | English

No fulltext has been uploaded

Author
;
Abstract
In this paper a novel approach for the storage and access of an index used in internet search engines (Information Retrieval) is presented. The index provides a mapping from search terms to documents. The Binary Neural Associative Memory (BiNAM) stores an index by associating document signatures and document locations in a distributed and content addressable way. The system presented here has a high memory efficiency of more than 90%. The trade-off between memory consumption and precision of the query-results is examined. A scalable system architecture is presented. The architecture exploits the parallel structure of the BiNAM. The association time is estimated to be orders of magnitude faster than a software solution. The system is realized as a modular PCI architecture. The maximum capacity of the first version is 768MByte memory which allows to implement a BiNAM of 80k neurons with 80k inputs each. In such a system approximately 64 million associations can be stored and accessed within 330ns per association.
Publishing Year
PUB-ID

Cite this

Schmidt M, Rückert U. Content-based information retrieval using an embedded neural associative memory. In: Parallel and Distributed Processing, 2001. Proceedings. Ninth Euromicro Workshop on. 2001: 443-450.
Schmidt, M., & Rückert, U. (2001). Content-based information retrieval using an embedded neural associative memory. Parallel and Distributed Processing, 2001. Proceedings. Ninth Euromicro Workshop on, 443-450.
Schmidt, M., and Rückert, U. (2001). “Content-based information retrieval using an embedded neural associative memory” in Parallel and Distributed Processing, 2001. Proceedings. Ninth Euromicro Workshop on 443-450.
Schmidt, M., & Rückert, U., 2001. Content-based information retrieval using an embedded neural associative memory. In Parallel and Distributed Processing, 2001. Proceedings. Ninth Euromicro Workshop on. pp. 443-450.
M. Schmidt and U. Rückert, “Content-based information retrieval using an embedded neural associative memory”, Parallel and Distributed Processing, 2001. Proceedings. Ninth Euromicro Workshop on, 2001, pp.443-450.
Schmidt, M., Rückert, U.: Content-based information retrieval using an embedded neural associative memory. Parallel and Distributed Processing, 2001. Proceedings. Ninth Euromicro Workshop on. p. 443-450. (2001).
Schmidt, M., and Rückert, Ulrich. “Content-based information retrieval using an embedded neural associative memory”. Parallel and Distributed Processing, 2001. Proceedings. Ninth Euromicro Workshop on. 2001. 443-450.
This data publication is cited in the following publications:
This publication cites the following data publications:

Export

0 Marked Publications

Open Data PUB

Search this title in

Google Scholar