Araştırma Makalesi

Evaluation of Society Response to Violence against Women in Turkey via Twitter using Topic Modeling

Cilt: 4 Sayı: 2 30 Kasım 2021
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Evaluation of Society Response to Violence against Women in Turkey via Twitter using Topic Modeling

Öz

In recent times, people's reactions to violence against women, harassment and murder have been shared more and more, thanks to social media. This, in turn, led to the organization of people and increased awareness of violence against women. Inspired by this study, it focuses on subject modeling techniques to determine people's perspectives on violence against women, which is growing day by day. Opinions from users about violence against women are collected using the social media platform Twitter in order to analyze the reaction of the society. After the preprocessing stage, Turkish tweets are analyzed using Latent Semantic Analysis (LSA), Latent Dirichlet Allocation (LDA), Hierarchical Dirichlet Process (HDP), Non-Negative Matrix Factorization (NMF) techniques. The results of the experiment show that the LDA technique significantly reveals the reaction of the society to violence against women and social awareness in Turkey.

Anahtar Kelimeler

Kaynakça

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  6. [6] Pang B., Lee L., 2008. Opinion mining and sentiment analysis. Foundations and Trends in Information Retrieval, 2, pp. 1–135.
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Ayrıntılar

Birincil Dil

İngilizce

Konular

Yapay Zeka

Bölüm

Araştırma Makalesi

Yayımlanma Tarihi

30 Kasım 2021

Gönderilme Tarihi

31 Mart 2021

Kabul Tarihi

26 Mayıs 2021

Yayımlandığı Sayı

Yıl 2021 Cilt: 4 Sayı: 2

Kaynak Göster

APA
Okkalı, E., Atamtürk, H., & Kilimci, Z. H. (2021). Evaluation of Society Response to Violence against Women in Turkey via Twitter using Topic Modeling. Kocaeli Journal of Science and Engineering, 4(2), 103-112. https://doi.org/10.34088/kojose.907333
AMA
1.Okkalı E, Atamtürk H, Kilimci ZH. Evaluation of Society Response to Violence against Women in Turkey via Twitter using Topic Modeling. KOJOSE. 2021;4(2):103-112. doi:10.34088/kojose.907333
Chicago
Okkalı, Emel, Hilmiye Atamtürk, ve Zeynep Hilal Kilimci. 2021. “Evaluation of Society Response to Violence against Women in Turkey via Twitter using Topic Modeling”. Kocaeli Journal of Science and Engineering 4 (2): 103-12. https://doi.org/10.34088/kojose.907333.
EndNote
Okkalı E, Atamtürk H, Kilimci ZH (01 Kasım 2021) Evaluation of Society Response to Violence against Women in Turkey via Twitter using Topic Modeling. Kocaeli Journal of Science and Engineering 4 2 103–112.
IEEE
[1]E. Okkalı, H. Atamtürk, ve Z. H. Kilimci, “Evaluation of Society Response to Violence against Women in Turkey via Twitter using Topic Modeling”, KOJOSE, c. 4, sy 2, ss. 103–112, Kas. 2021, doi: 10.34088/kojose.907333.
ISNAD
Okkalı, Emel - Atamtürk, Hilmiye - Kilimci, Zeynep Hilal. “Evaluation of Society Response to Violence against Women in Turkey via Twitter using Topic Modeling”. Kocaeli Journal of Science and Engineering 4/2 (01 Kasım 2021): 103-112. https://doi.org/10.34088/kojose.907333.
JAMA
1.Okkalı E, Atamtürk H, Kilimci ZH. Evaluation of Society Response to Violence against Women in Turkey via Twitter using Topic Modeling. KOJOSE. 2021;4:103–112.
MLA
Okkalı, Emel, vd. “Evaluation of Society Response to Violence against Women in Turkey via Twitter using Topic Modeling”. Kocaeli Journal of Science and Engineering, c. 4, sy 2, Kasım 2021, ss. 103-12, doi:10.34088/kojose.907333.
Vancouver
1.Emel Okkalı, Hilmiye Atamtürk, Zeynep Hilal Kilimci. Evaluation of Society Response to Violence against Women in Turkey via Twitter using Topic Modeling. KOJOSE. 01 Kasım 2021;4(2):103-12. doi:10.34088/kojose.907333

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