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Application of a Symbolico-Connectionist Approach for the Design of a Highly Interactive Documentary Database Interrogation System with On-Line Learning Capabilities.

Jean-Charles Lamirel, Marion Créhange: Application of a Symbolico-Connectionist Approach for the Design of a Highly Interactive Documentary Database Interrogation System with On-Line Learning Capabilities. CIKM 1994: 155-163
@inproceedings{DBLP:conf/cikm/LamirelC94,
  author    = {Jean-Charles Lamirel and
               Marion Cr{\'e}hange},
  title     = {Application of a Symbolico-Connectionist Approach for the Design
               of a Highly Interactive Documentary Database Interrogation System
               with On-Line Learning Capabilities},
  booktitle = {Proceedings of the Third International Conference on Information
               and Knowledge Management (CIKM'94), Gaithersburg, Maryland, November
               29 - December 2, 1994},
  publisher = {ACM},
  year      = {1994},
  pages     = {155-163},
  ee        = {db/conf/cikm/LamirelC94.html, http://doi.acm.org/10.1145/191246.191272},
  crossref  = {DBLP:conf/cikm/94},
  bibsource = {DBLP, http://dblp.uni-trier.de}
}

Abstract

The NOMAD system is a documentary database interrogration system based on a symbolico-connectionist approach.

NOMAD makes use of the synthesis capabilities and flexibility inherent in this type of approach to increase its processing power as compared as compared to existing systems while proposing new operating modes directly accessible to a large number of users:

NOMAD manages multiple synthetic type views on its documentary contents in the form of neural topographies acting as case-memories as well as elaborated thematic browsing tools.

NOMAD manages a session memory based on the neural model of the novelty detector with the following three functions: cumulative recording of user need, managing user contradictions and proposing new orientations.

NOMAD also has extended learning capabilities, enabling it to improve its performance in the long term.

In the introduction of this article, we justify the modelling choices made for NOMAD. The system will then be described in detailed, stressing the new possibilities regarding help in query formulation and improvement in retrieval performance. The evaluation campaign and the numerous evolution perspectives provided by the model are described in the final section.

Copyright © 1994 by the ACM, Inc., used by permission. Permission to make digital or hard copies is granted provided that copies are not made or distributed for profit or direct commercial advantage, and that copies show this notice on the first page or initial screen of a display along with the full citation.


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Proceedings of the Third International Conference on Information and Knowledge Management (CIKM'94), Gaithersburg, Maryland, November 29 - December 2, 1994. ACM 1994
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