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Using Fuzzy Logic For Multi-Domain Sentiment Analysis

Authors :
Dragoni, M.
Tettamanzi, A. G. B.
Célia da Costa Pereira
Fondazione Bruno Kessler [Trento, Italy] (FBK)
Web-Instrumented Man-Machine Interactions, Communities and Semantics (WIMMICS)
Inria Sophia Antipolis - Méditerranée (CRISAM)
Institut National de Recherche en Informatique et en Automatique (Inria)-Institut National de Recherche en Informatique et en Automatique (Inria)-Scalable and Pervasive softwARe and Knowledge Systems (Laboratoire I3S - SPARKS)
Laboratoire d'Informatique, Signaux, et Systèmes de Sophia Antipolis (I3S)
Université Nice Sophia Antipolis (... - 2019) (UNS)
COMUE Université Côte d'Azur (2015-2019) (COMUE UCA)-COMUE Université Côte d'Azur (2015-2019) (COMUE UCA)-Centre National de la Recherche Scientifique (CNRS)-Université Côte d'Azur (UCA)-Université Nice Sophia Antipolis (... - 2019) (UNS)
COMUE Université Côte d'Azur (2015-2019) (COMUE UCA)-COMUE Université Côte d'Azur (2015-2019) (COMUE UCA)-Centre National de la Recherche Scientifique (CNRS)-Université Côte d'Azur (UCA)-Laboratoire d'Informatique, Signaux, et Systèmes de Sophia Antipolis (I3S)
COMUE Université Côte d'Azur (2015-2019) (COMUE UCA)-COMUE Université Côte d'Azur (2015-2019) (COMUE UCA)-Centre National de la Recherche Scientifique (CNRS)-Université Côte d'Azur (UCA)
Laboratoire d'Informatique, Signaux, et Systèmes de Sophia-Antipolis (I3S) / Equipe KEIA
Scalable and Pervasive softwARe and Knowledge Systems (Laboratoire I3S - SPARKS)
Matthew Horridge
Marco Rospocher
Jacco van Ossenbruggen
Université Nice Sophia Antipolis (1965 - 2019) (UNS)
COMUE Université Côte d'Azur (2015-2019) (COMUE UCA)-COMUE Université Côte d'Azur (2015-2019) (COMUE UCA)-Centre National de la Recherche Scientifique (CNRS)-Université Côte d'Azur (UCA)-Université Nice Sophia Antipolis (1965 - 2019) (UNS)
Source :
ISWC 2014 Posters & Demonstrations Track, Matthew Horridge; Marco Rospocher; Jacco van Ossenbruggen. ISWC 2014 Posters & Demonstrations Track, Oct 2014, Riva del Garda (TN), Italy. Sun SITE Central Europe (CEUR), CEUR Workshop Preoceedings, 1272, pp.305-308, 2014, ISWC 2014 Posters & Demonstrations Track, Riva del Garda, Italy, October 21, 2014, Scopus-Elsevier
Publication Year :
2014
Publisher :
HAL CCSD, 2014.

Abstract

International audience; Recent advances in the Sentiment Analysis field focus on the inves-tigation about the polarities that concepts describing the same sentiment have when they are used in different domains. In this paper, we investigated on the use of fuzzy logic representation for modeling knowledge concerning the relation-ships between sentiment concepts and different domains. The developed system is built on top of a knowledge base defined by integrating WordNet and SenticNet, and it implements an algorithm used for learning the use of sentiment concepts from multi-domain datasets and for propagating such information to each con-cept of the knowledge base. The system has been validated on the Blitzer dataset, a multi-domain sentiment dataset built by using reviews of Amazon products, by demonstrating the effectiveness of the proposed approach.

Details

Language :
English
Database :
OpenAIRE
Journal :
ISWC 2014 Posters & Demonstrations Track, Matthew Horridge; Marco Rospocher; Jacco van Ossenbruggen. ISWC 2014 Posters & Demonstrations Track, Oct 2014, Riva del Garda (TN), Italy. Sun SITE Central Europe (CEUR), CEUR Workshop Preoceedings, 1272, pp.305-308, 2014, ISWC 2014 Posters & Demonstrations Track, Riva del Garda, Italy, October 21, 2014, Scopus-Elsevier
Accession number :
edsair.dedup.wf.001..17392444abc0102ac8d8da2ead963062