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  • 标题:Text Mining for Fuzzy-based Emotion Expressions
  • 其他标题:Text Mining for Fuzzy-based Emotion Expressions
  • 作者:Surya Sumpeno ; Mochamad Hariadi ; Mauridhi Hery
  • 期刊名称:Majalah Iptek = IPTEK : The Journal for Technology and Science
  • 印刷版ISSN:0853-4098
  • 电子版ISSN:2088-2033
  • 出版年度:2010
  • 卷号:21
  • 期号:1
  • DOI:10.12962/j20882033.v21i1.29
  • 语种:English
  • 出版社:IPTEK
  • 摘要:A model of emotion representation in the form of facial expressions using text mining technique, followed by fuzzy-based mechanisms using Fuzzy Inference System (FIS) is proposed. The model classifies the emotional content of sentences from text input and expresses corresponding emotions by a facial expression. Text input is classified using Na¨ıve Bayes text classifier, while facial expression of a virtual character are controlled by Mamdani fuzzy inference system utilizing results from text classifier. This model is able to show the facial expression with admixture blending emotions. As a demonstration, examples of facial expressions with corresponding text inputs as results from the implementation of our model are shown.
  • 关键词:text mining; emotion detection in text; Na¨ıve Bayes Method; Fuzzy Inference System; facial expression; virtual character
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