Sentiment Analysis Utilizing Modal Expressions

This research presents a classification of English modal expressions which affect polarity values in sentiment analysis. Modality, commonly encountered in sentences, conveys various semantic attitudes of a speaker. Because of its special characteristics, the meaning of a modalized sentence is challe...

Full description

Saved in:
Bibliographic Details
Published inInstitute of British and American Studies Vol. 39; pp. 179 - 200
Main Authors Jang, Ji-won, Kim, Jee-Eun
Format Journal Article
LanguageEnglish
Published 영미연구소 28.02.2017
Subjects
Online AccessGet full text
ISSN2508-4135
2508-5417
DOI10.25093/jbas.2017.39.179

Cover

More Information
Summary:This research presents a classification of English modal expressions which affect polarity values in sentiment analysis. Modality, commonly encountered in sentences, conveys various semantic attitudes of a speaker. Because of its special characteristics, the meaning of a modalized sentence is challenging to be correctly interpreted. The sentiment expressed with modal expressions is also difficult to evaluate. In order to increase the accuracy in evaluating sentiment values, modal expressions are collected from movie reviews and analyzed with selected linguistic cues to classify. The classification includes the expressions, its contextual components to co-occur, and the resulting sentiment value. Since it also lists up the classes which have not been dealt with in previous studies, it is expected to contribute performance improvement of a sentiment analysis system. KCI Citation Count: 0
Bibliography:G704-SER000014742.2017.39..008
ISSN:2508-4135
2508-5417
DOI:10.25093/jbas.2017.39.179