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  • 标题:A Hierarchical Emotion Classification Technique for Thai Reviews
  • 本地全文:下载
  • 作者:Jirawan Charoensuk ; Ohm Sornil
  • 期刊名称:Journal of ICT Research and Applications
  • 印刷版ISSN:2337-5787
  • 电子版ISSN:2338-5499
  • 出版年度:2018
  • 卷号:12
  • 期号:3
  • 页码:280-296
  • 语种:English
  • 出版社:Institut Teknologi Bandung
  • 其他摘要:Emotion classification is an interesting problem in affective computing that can be applied in various tasks, such as speech synthesis, image processing and text processing. With the increasing amount of textual data on the Internet, especially reviews of customers that express opinions and emotions about products. These reviews are important feedback for companies. Emotion classification aims to identify an emotion label for each review. This research investigated three approaches for emotion classification of opinions in the Thai language, written in unstructured format, free form or informal style. Different sets of features were studied in detail and analyzed. The experimental results showed that a hierarchical approach, where the subjectivity of the review is determined first, then the polarity of opinion is identified and finally the emotional label is calculated, yielded the highest performance, with precision, recall and F-measure at 0.691, 0.743 and 0.709, respectively.
  • 关键词:hierarchical emotion classification;speech synthesis;opinion classification;text processing;Thai language
  • 其他关键词:hierarchical emotion classification;speech synthesis;opinion classification;text processing;Thai language
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