Research Article

VISUALLY ENHANCED SOCIAL MEDIA ANALYSIS OF REFUGEES IN TURKEY

Volume: 60 Number: 2 August 1, 2018
EN

VISUALLY ENHANCED SOCIAL MEDIA ANALYSIS OF REFUGEES IN TURKEY

Abstract

The population of refugees in Turkey is significantly growing since 2014 and it has already exceeded three millions. This situation urges to study their conditions and issues as well as their opinions. In this study, we propose a method to analyze the dataset collected from social media accounts of refugees in Turkey in a textual and visual manner. Firstly, we acquire social media activities of refugees, and then we make textual analysis for which the results are presented using word clouds. Finally, for the most significant words obtained from the textual analysis, we perform a visual analysis to find out the most representative image or a group of images shared in social networks. The association between textual and visual results enhances their perceptibility and help decreasing the ambiguity of inferences over analysis results. We experimented with different scenarios and suggested several methods to enhance computational and qualitative results.

Keywords

References

  1. 3rp:syria regional refugee response inter-agency information sharing portal. http://data.unhcr.org/syrianrefugees/country.php?id=224 (2018), accessed: 2018-01-19
  2. Alnafri, M.: Positions and declarations. Aljamal Press, Bagdad, Iraq, PP. 164, (1996).
  3. Dahab, M.Y., Ibrahim, A., Al-Mutawa, R.: A comparative study on arabic stemmers. International Journal of Computer Applications 125(8) (2015)
  4. UNHCR: United nations refugee agency. http://www.unhcr.org/ figures-at-a-glance.html (2017), accessed: 2018-01-19
  5. Paltoglou, G., Thelwall, M.: Twitter, myspace, digg: Unsupervised sentiment analysis in social media. ACM Transactions on Intelligent Systems and Technology (TIST) 3(4), 66 (2012)
  6. Pang, B., Lee, L., et al.: Opinion mining and sentiment analysis. Foundations and Trends R in Information Retrieval 2(1–2), 1–135 (2008)
  7. Bulbul, A., Dahyot, R.: Populating virtual cities using social media. Computer Animation and Virtual Worlds 28(5) (2017)
  8. Snavely, N., Seitz, S.M., Szeliski, R.: Photo tourism: exploring photo collections in 3d. In: ACM transactions on graphics (TOG). vol. 25, pp. 835–846. ACM (2006)

Details

Primary Language

English

Subjects

Engineering

Journal Section

Research Article

Publication Date

August 1, 2018

Submission Date

September 3, 2018

Acceptance Date

November 1, 2018

Published in Issue

Year 1970 Volume: 60 Number: 2

APA
Bülbül, A., & Haj Ismail, S. (2018). VISUALLY ENHANCED SOCIAL MEDIA ANALYSIS OF REFUGEES IN TURKEY. Communications Faculty of Sciences University of Ankara Series A2-A3 Physical Sciences and Engineering, 60(2), 83-102. https://izlik.org/JA84GD47BY
AMA
1.Bülbül A, Haj Ismail S. VISUALLY ENHANCED SOCIAL MEDIA ANALYSIS OF REFUGEES IN TURKEY. Commun.Fac.Sci.Univ.Ank.Series A2-A3: Phys.Sci. and Eng. 2018;60(2):83-102. https://izlik.org/JA84GD47BY
Chicago
Bülbül, Abdullah, and Salah Haj Ismail. 2018. “VISUALLY ENHANCED SOCIAL MEDIA ANALYSIS OF REFUGEES IN TURKEY”. Communications Faculty of Sciences University of Ankara Series A2-A3 Physical Sciences and Engineering 60 (2): 83-102. https://izlik.org/JA84GD47BY.
EndNote
Bülbül A, Haj Ismail S (August 1, 2018) VISUALLY ENHANCED SOCIAL MEDIA ANALYSIS OF REFUGEES IN TURKEY. Communications Faculty of Sciences University of Ankara Series A2-A3 Physical Sciences and Engineering 60 2 83–102.
IEEE
[1]A. Bülbül and S. Haj Ismail, “VISUALLY ENHANCED SOCIAL MEDIA ANALYSIS OF REFUGEES IN TURKEY”, Commun.Fac.Sci.Univ.Ank.Series A2-A3: Phys.Sci. and Eng., vol. 60, no. 2, pp. 83–102, Aug. 2018, [Online]. Available: https://izlik.org/JA84GD47BY
ISNAD
Bülbül, Abdullah - Haj Ismail, Salah. “VISUALLY ENHANCED SOCIAL MEDIA ANALYSIS OF REFUGEES IN TURKEY”. Communications Faculty of Sciences University of Ankara Series A2-A3 Physical Sciences and Engineering 60/2 (August 1, 2018): 83-102. https://izlik.org/JA84GD47BY.
JAMA
1.Bülbül A, Haj Ismail S. VISUALLY ENHANCED SOCIAL MEDIA ANALYSIS OF REFUGEES IN TURKEY. Commun.Fac.Sci.Univ.Ank.Series A2-A3: Phys.Sci. and Eng. 2018;60:83–102.
MLA
Bülbül, Abdullah, and Salah Haj Ismail. “VISUALLY ENHANCED SOCIAL MEDIA ANALYSIS OF REFUGEES IN TURKEY”. Communications Faculty of Sciences University of Ankara Series A2-A3 Physical Sciences and Engineering, vol. 60, no. 2, Aug. 2018, pp. 83-102, https://izlik.org/JA84GD47BY.
Vancouver
1.Abdullah Bülbül, Salah Haj Ismail. VISUALLY ENHANCED SOCIAL MEDIA ANALYSIS OF REFUGEES IN TURKEY. Commun.Fac.Sci.Univ.Ank.Series A2-A3: Phys.Sci. and Eng. [Internet]. 2018 Aug. 1;60(2):83-102. Available from: https://izlik.org/JA84GD47BY

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