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Author:

Tahir, Madiha (Tahir, Madiha.) | Halim, Zahid (Halim, Zahid.) | Waqas, Muhmmad (Waqas, Muhmmad.) | Tu, Shanshan (Tu, Shanshan.)

Indexed by:

EI Scopus SCIE

Abstract:

Emotion identification from text data has recently gained focus of the research community. This has multiple utilities in an assortment of domains. Many times, the original text is written in a different language and the end-user translates it to her native language using online utilities. Therefore, this paper presents a framework to detect emotions on translated text data in four different languages. The source language is English, whereas the four target languages include Chinese, French, German, and Spanish. Computational intelligence (CI) techniques are applied to extract features, dimensionality reduction, and classification of data into five basic classes of emotions. Results show that when English text is translated to French, classification accuracy is higher than others, i.e., 99.04%. Whereas, when the same is translated to Chinese language, its detection rate is lowest among target languages. It is concluded that emotions remain preserved after translation to some extent. Framework consists of TFIDF features. PCA and Discriminant Analysis perform good to detect emotions from translated data.

Keyword:

Data mining Emotion identification Machine analysis Translated text Dynamic

Author Community:

  • [ 1 ] [Tahir, Madiha]Ghulam Ishaq Khan Inst Engn Sci & Technol, Fac Comp Sci & Engn, Machine Intelligence Res Grp MInG, Topi 23460, Pakistan
  • [ 2 ] [Halim, Zahid]Ghulam Ishaq Khan Inst Engn Sci & Technol, Fac Comp Sci & Engn, Machine Intelligence Res Grp MInG, Topi 23460, Pakistan
  • [ 3 ] [Tu, Shanshan]Beijing Univ Technol, Beijing, Peoples R China
  • [ 4 ] [Waqas, Muhmmad]Edith Cowan Univ, Sch Engn, Joondalup, WA 6027, Australia
  • [ 5 ] [Waqas, Muhmmad]Univ Bahrain, Coll Informat Technol, Comp Engn Dept, Sakheer 32038, Bahrain
  • [ 6 ] [Tahir, Madiha]Inst Space Technol, Islamabad 45730, Pakistan

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Source :

INTERNATIONAL JOURNAL OF COMPUTATIONAL INTELLIGENCE SYSTEMS

ISSN: 1875-6891

Year: 2023

Issue: 1

Volume: 16

2 . 9 0 0

JCR@2022

ESI Discipline: COMPUTER SCIENCE;

ESI HC Threshold:19

Cited Count:

WoS CC Cited Count: 4

SCOPUS Cited Count: 5

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 0

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