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Sentiment classification for the Italian language: A case study on movie reviews

Casoto, P.
•
DATTOLO, Antonina
•
TASSO, Carlo
2008
  • journal article

Periodico
WANGJÌ WANGLÙ JÌSHÙ XUÉKAN
Abstract
We consider the problem of tracking the opinion polarity, in terms of positive or negative orientation, expressed in documents written in natural language and extracted from a heterogeneous set of Web sources. More specifically, we focus our attention on the movie reviews domain. We are interested in evaluating the performance obtained by a set of high performance opinion polarity classifiers for the Italian language. Classification of polarity expressed by the input documents is achieved by means of several sets of specialized autonomous or interacting agents, devoted, respectively, to document gathering, classification and visualization. In particular the results of opinion analysis are represented by means of a graphical interface, where a multi agent based implementation of zz-structures is exploited to offer graph-centric views and navigation of results. The specific experimental evaluation performed so far shows an accuracy level, which is higher than previous results reported in the literature.
WOS
WOS:000260564500009
Archivio
http://hdl.handle.net/11390/882737
info:eu-repo/semantics/altIdentifier/scopus/2-s2.0-55349120142
Diritti
closed access
Soggetti
  • Opinion Analysi

  • Sentiment Analysi

  • Cognitive Agent

  • zz-Structure

  • Machine Learning

Visualizzazioni
4
Data di acquisizione
Apr 19, 2024
Vedi dettagli
google-scholar
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