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Authors: Olegas Vasilecas and Algirdas Laukaitis

Affiliation: Vilnius Gediminas Techical University, Lithuania

Keyword(s): Natural language interfaces, conceptual modelling, neural network.

Related Ontology Subjects/Areas/Topics: Artificial Intelligence and Decision Support Systems ; Biomedical Engineering ; Data Engineering ; Enterprise Information Systems ; Health Information Systems ; Information Systems Analysis and Specification ; Knowledge Management ; Natural Language Interfaces to Intelligent Systems ; Ontologies and the Semantic Web ; Society, e-Business and e-Government ; Verification and Validation of Knowledge-Based Systems ; Web Information Systems and Technologies

Abstract: In this paper AI agents for natural language interfaces in data exploration domain are presented. The experiment done with the IBM natural language toolbox has shown that the black box approach in this case leads to misclassification. Unsatisfactory results of the experiment triggered the present research aimed at improving the user interface with the natural language modality at architectural and algorithm levels. We extended traditional natural language interfaces in data exploration domain in the following direction: the use of feedforward neural network as concepts indexes in the users natural language interfaces are suggested. All presented concepts are realized as the open source project JMining Dialog.

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Paper citation in several formats:
Vasilecas, O. and Laukaitis, A. (2006). THE USE OF THE NATURAL LANGUAGE UNDERSTANDING AGENTS WITH CONCEPTUAL MODELS. In Proceedings of the Eighth International Conference on Enterprise Information Systems - Volume 1: ICEIS; ISBN 978-972-8865-42-9; ISSN 2184-4992, SciTePress, pages 308-311. DOI: 10.5220/0002446203080311

@conference{iceis06,
author={Olegas Vasilecas. and Algirdas Laukaitis.},
title={THE USE OF THE NATURAL LANGUAGE UNDERSTANDING AGENTS WITH CONCEPTUAL MODELS},
booktitle={Proceedings of the Eighth International Conference on Enterprise Information Systems - Volume 1: ICEIS},
year={2006},
pages={308-311},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0002446203080311},
isbn={978-972-8865-42-9},
issn={2184-4992},
}

TY - CONF

JO - Proceedings of the Eighth International Conference on Enterprise Information Systems - Volume 1: ICEIS
TI - THE USE OF THE NATURAL LANGUAGE UNDERSTANDING AGENTS WITH CONCEPTUAL MODELS
SN - 978-972-8865-42-9
IS - 2184-4992
AU - Vasilecas, O.
AU - Laukaitis, A.
PY - 2006
SP - 308
EP - 311
DO - 10.5220/0002446203080311
PB - SciTePress