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Authors: Oussama Ben Khiroun 1 ; Bilel Elayeb 2 ; Ibrahim Bounhas 3 ; Fabrice Evrard 4 and Narjès Bellamine Ben Saoud 5

Affiliations: 1 ENSI Manouba University, Tunisia ; 2 ENSI Manouba University and Emirates College of Technology, Tunisia ; 3 ISD Manouba University, Tunisia ; 4 Informatics Research Institute of Toulouse (IRIT), France ; 5 ENSI Manouba University and Tunis El Manar University, Tunisia

Keyword(s): Semantic Query Expansion, Word Sense Disambiguation, Information Retrieval, Possibility Theory, Semantic Graph.

Related Ontology Subjects/Areas/Topics: Applications ; Artificial Intelligence ; Knowledge Engineering and Ontology Development ; Knowledge-Based Systems ; Natural Language Processing ; Pattern Recognition ; Symbolic Systems

Abstract: We study in this paper the impact of Word Sense Disambiguation (WSD) on Query Expansion (QE) for monolingual intelligent information retrieval. The proposed approaches for WSD and QE are based on corpus analysis using co-occurrence graphs modelled by possibilistic networks. Indeed, our model for relevance judgment uses possibility theory to take advantages of a double measure (possibility and necessity). Our experiments are performed using the standard ROMANSEVAL test collection for the WSD task and the CLEF-2003 benchmark for the QE process in French monolingual Information Retrieval (IR) evaluation. The results show the positive impact of WSD on QE based on the recall/precision standard metrics.

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Paper citation in several formats:
Ben Khiroun, O. ; Elayeb, B. ; Bounhas, I. ; Evrard, F. and Bellamine Ben Saoud, N. (2014). Improving Query Expansion by Automatic Query Disambiguation in Intelligent Information Retrieval. In Proceedings of the 6th International Conference on Agents and Artificial Intelligence - Volume 1: ICAART; ISBN 978-989-758-015-4; ISSN 2184-433X, SciTePress, pages 153-160. DOI: 10.5220/0004822401530160

@conference{icaart14,
author={Oussama {Ben Khiroun} and Bilel Elayeb and Ibrahim Bounhas and Fabrice Evrard and Narjès {Bellamine Ben Saoud}},
title={Improving Query Expansion by Automatic Query Disambiguation in Intelligent Information Retrieval},
booktitle={Proceedings of the 6th International Conference on Agents and Artificial Intelligence - Volume 1: ICAART},
year={2014},
pages={153-160},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0004822401530160},
isbn={978-989-758-015-4},
issn={2184-433X},
}

TY - CONF

JO - Proceedings of the 6th International Conference on Agents and Artificial Intelligence - Volume 1: ICAART
TI - Improving Query Expansion by Automatic Query Disambiguation in Intelligent Information Retrieval
SN - 978-989-758-015-4
IS - 2184-433X
AU - Ben Khiroun, O.
AU - Elayeb, B.
AU - Bounhas, I.
AU - Evrard, F.
AU - Bellamine Ben Saoud, N.
PY - 2014
SP - 153
EP - 160
DO - 10.5220/0004822401530160
PB - SciTePress

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