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Authors: Massimiliano Gioseffi and Angela Locoro

Affiliation: University of Genova, Italy

Keyword(s): Domain-driven Word Sense Disambiguation, Domain Ontologies, Text Classification, Natural Language Processing, Machine Translation.

Related Ontology Subjects/Areas/Topics: Applications ; Artificial Intelligence ; e-Business ; Enterprise Engineering ; Enterprise Information Systems ; Enterprise Ontologies ; Formal Methods ; Knowledge Engineering and Ontology Development ; Knowledge-Based Systems ; Natural Language Processing ; Ontologies ; Pattern Recognition ; Simulation and Modeling ; Symbolic Systems

Abstract: In this paper we present an approach for the translation and classification of short texts in one step. Our work lays in the tradition of Domain-Driven Word Sense Disambiguation, though a major emphasis is given to domain ontologies as the right tool for sense-tagging and topic detection of short texts which, by their nature, are known to be reluctant to statistical treatment. We claim that in a scenario where users can annotate knowledge items using different languages, domain ontologies can prove very suitable for driving the word disambiguation and topic classification tasks. In this way, two tasks are gainfully collapsed in a single one. Although this study is still in its infancy, in what follows we are able to articulate motivations, design, workflow analysis, and concrete evolutions envisioned for our tool.

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Paper citation in several formats:
Gioseffi, M. and Locoro, A. (2013). Two Sides of a Coin - Translate while Classify Multilanguage Annotations with Domain Ontology-driven Word Sense Disambiguation. In Proceedings of the 5th International Conference on Agents and Artificial Intelligence - Volume 2: ICAART; ISBN 978-989-8565-39-6; ISSN 2184-433X, SciTePress, pages 358-363. DOI: 10.5220/0004330203580363

@conference{icaart13,
author={Massimiliano Gioseffi. and Angela Locoro.},
title={Two Sides of a Coin - Translate while Classify Multilanguage Annotations with Domain Ontology-driven Word Sense Disambiguation},
booktitle={Proceedings of the 5th International Conference on Agents and Artificial Intelligence - Volume 2: ICAART},
year={2013},
pages={358-363},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0004330203580363},
isbn={978-989-8565-39-6},
issn={2184-433X},
}

TY - CONF

JO - Proceedings of the 5th International Conference on Agents and Artificial Intelligence - Volume 2: ICAART
TI - Two Sides of a Coin - Translate while Classify Multilanguage Annotations with Domain Ontology-driven Word Sense Disambiguation
SN - 978-989-8565-39-6
IS - 2184-433X
AU - Gioseffi, M.
AU - Locoro, A.
PY - 2013
SP - 358
EP - 363
DO - 10.5220/0004330203580363
PB - SciTePress