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Research Article | Open Access |

Detecting Online Gambling Promotions on Indonesian Twitter Using Text Mining Algorithm

Author 1: Reza Bayu Perdana Author 2: Ardin Author 3: Indra Budi Author 4: Aris Budi Santoso Author 5: Amanah Ramadiah Author 6: Prabu Kresna Putra
International Journal of Advanced Computer Science and Applications (IJACSA) · Vol. 15, No. 8 · Published 2024 · Cited by 8

DOI: https://doi.org/10.14569/IJACSA.2024.0150893

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Abstract

This study addresses the pressing challenge of detecting online gambling promotions on Indonesian Twitter using text mining algorithms for text classification and analytics. Amid limited research on this subject, especially in the Indonesian context, we aim to identify common textual features used in gambling promotions and determine the most effective classification models. By analyzing a dataset of 6038 tweets collected and using methods such as Random Forest, Logistic Regression, and Convolutional Neural Networks, complemented by a comparison analysis of text representation methods, we identified frequently occurring words such as 'link', 'situs', 'prediksi', 'jackpot', 'maxwin', and 'togel'. The results indicate that the combination of TF-IDF and Random Forest is the most effective method for detecting online gambling promotion content on Indonesian Twitter, achieving a recall value of 0.958 and a precision value of 0.966. These findings can contribute to cybersecurity and support law enforcement in mitigating the negative effects of such promotions, particularly on the Twitter platform in Indonesia.

Keywords

Social media analytics online gambling intention classification

How to Cite this Article

Perdana, R. B., Ardin, Budi, I., Santoso, A. B., Ramadiah, A., & Putra, P. K. (2024). Detecting Online Gambling Promotions on Indonesian Twitter Using Text Mining Algorithm. International Journal of Advanced Computer Science and Applications, 15(8). https://doi.org/10.14569/IJACSA.2024.0150893

Perdana, Reza Bayu, et al.. "Detecting Online Gambling Promotions on Indonesian Twitter Using Text Mining Algorithm." International Journal of Advanced Computer Science and Applications, vol. 15, no. 8, 2024, https://doi.org/10.14569/IJACSA.2024.0150893.

@article{Perdana2024,
  title     = {Detecting Online Gambling Promotions on Indonesian Twitter Using Text Mining Algorithm},
  journal   = {International Journal of Advanced Computer Science and Applications},
  volume    = {15},
  number    = {8},
  year      = {2024},
  publisher = {The Science and Information Organization},
  author    = {Reza Bayu Perdana and Ardin and Indra Budi and Aris Budi Santoso and Amanah Ramadiah and Prabu Kresna Putra},
  doi       = {10.14569/IJACSA.2024.0150893},
  url       = {https://doi.org/10.14569/IJACSA.2024.0150893}
}

Open Access — licensed under a Creative Commons Attribution 4.0 International License. Unrestricted use, distribution, and reproduction in any medium, even commercially, as long as the original work is properly cited.

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