Text Mining For Fuzzy-Based Emotion Expressions

Sumpeno, Surya and Hariadi, Mochamad and Purnomo, Mauridhi Hery (2010) Text Mining For Fuzzy-Based Emotion Expressions. IPTEK, The Journal for Technology and Science, 21 (1). pp. 46-54. ISSN 2088-2033 (Submitted)

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Abstract

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 Naive 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.

Item Type: Article
Additional Information: 621.398.1 sum t
Uncontrolled Keywords: Text mining; Emotion detection in text; Naive Bayes Method; Fuzzy Inference System; Facial expression; virtual character
Subjects: Q Science > QA Mathematics > QA76.6 Computer programming.
Divisions: Faculty of Industrial Technology > Electrical Engineering
Depositing User: - Davi Wah
Date Deposited: 04 Oct 2019 02:12
Last Modified: 04 Oct 2019 02:12
URI: http://repository.its.ac.id/id/eprint/70893

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