KAJIAN LITERATUR PENERAPAN SOCIAL MEDIA NETWORK DAN INFORMATION SECURITY INTELLIGENT UNTUK MENGIDENTIFIKASI POTENSI RADIKALISASI ONLINE

Munirul ula

Abstract


Kajian literatur penelitian terdahulu menunjukkan bahwa berbagai platform media sosial di Internet seperti Twitter, Tumblr, Facebook, YouTube, Blog dan forum diskusi disalahgunakan oleh kelompok-kelompok ekstremis untuk menyebarkan kepercayaan dan ideologi mereka, mempromosikan radikalisasi, merekrut anggota dan menciptakan komunitas virtual online. Selama lebih dari 10 tahun terakhir penggunaan analisa jaringan media sosial untuk memprediksi dan mengidentifikasi radikalisasi online adalah area yang telah menarik perhatian beberapa peneliti selama 10 tahun terakhir. Ada beberapa algoritma, teknik, dan alat yang telah diusulkan dalam literatur yang ada untuk melawan dan memerangi cyber-ekstrimis. Dalam jurnal ini, penulis melakukan tinjauan literatur dari semua teknik yang ada dan melakukan analisis yang komprehensif untuk memahami keadaan, tren dan kesenjangan penelitian. Dalam jurnal ini dilakukan karakterisasi, klasifikasi, dan meta-anlaysis dari puluhan  jurnal untuk mendapatkan pemahaman yang lebih baik tentang literatur tentang pendeteksian ektrimis melalui sosial media intelligent .


Full Text:

PDF

References


DAFTAR PUSTAKA

Muthiah, S., Huang, B., Arredondo, J., Mares, D., Getoor, L., Katz, G., Ramakrishnan, N.: Planned Protest Modeling in News and Social Media

Agarwal, S., Sureka, A.: A focused crawler for mining hate and extremism promoting videos on youtube. In: Proceedings of the 25th ACM Conference on Hypertext and Social Media, pp. 294–296 (2014). ACM

McNamee, L.G., Peterson, B.L., Pe˜n, J. a: A call to educate, participate, invoke and indict: Understanding the communication of online hate groups. Communication Monographs 77(2), 257–280 (2010)

Sureka, A., Agarwal, S.: Learning to classify hate and extremism promoting tweets. In: Intelligence and Security Informatics Conference (JISIC), 2014 IEEE Joint, pp. 320–320 (2014). IEEE

Ramakrishnan, N., Butler, P., Muthiah, S., Self, N., Khandpur, R., Saraf, P., Wang, W., Cadena, J., Vullikanti, A., Korkmaz, G., Kuhlman, C., Marathe, A., Zhao, L., Hua, T., Chen, F., Lu, C.T., Huang, B., Srinivasan, A., Trinh, K., Getoor, L., Katz, G., Doyle, A., Ackermann, C., Zavorin, I., Ford, J., Summers, K., Fayed, Y., Arredondo, J., Gupta, D., Mares, D.: ’beating the news’ with embers: Forecasting civil unrest using open source indicators. In: Proceedings of the 20th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. KDD ’14, pp. 1799–1808. ACM, New York, NY, USA (2014).

Wang, M.C.G.A., Chen, X.Z.H., Mao, D.Z.W.: Intelligence and security informatics (2011)

Yannakogeorgos, P.: Rethinking the threat of cyberterrorism. In: Chen, T.M., Jarvis, L., Macdonald, S. (eds.) Cyberterrorism, pp. 43–62. Springer, ??? (2014).

Xu, J., Lu, T.-C., Compton, R., Allen, D.: Civil unrest prediction: A tumblr-based exploration. In: Kennedy, W., Agarwal, N., Yang, S. (eds.) Social Computing, Behavioral-Cultural Modeling and Prediction 2014. Lecture Notes in Computer Science, vol. 8393, pp. 403–411. Springer

Hua, T., Lu, C.-T., Ramakrishnan, N., Chen, F., Arredondo, J., Mares, D., Summers, K.: Analyzing civil unrest through social media. Computer 46(12), 80–84 (2013).

Fu, T., Huang, C.-N., Chen, H.: Identification of extremist videos in online video sharing sites. In: Intelligence and Security Informatics, 2009. ISI ’09. IEEE International Conference On, pp. 179–181 (2009).

Conway, M., McInerney, L.: Jihadi video and auto-radicalisation: Evidence from an exploratory youtube study. In: Ortiz-Arroyo, D., Larsen, H., Zeng, D., Hicks, D., Wagner, G. (eds.) Intelligence and Security Informatics. Lecture Notes in Computer Science, vol. 5376, pp. 108–118. Springer, ??? (2008).

Sureka, A., Kumaraguru, P., Goyal, A., Chhabra, S.: Mining youtube to discover extremist videos, users and hidden communities. In: Cheng, P.-J., Kan, M.-Y., Lam, W., Nakov, P. (eds.) Information Retrieval Technology. Lecture Notes in Computer Science, vol. 6458, pp. 13–24. Springer, ??? (2010)

Van Zoonen, L., Vis, F., Mihelj, S.: Performing citizenship on youtube:Activism, satire and online debate around the anti-islam video fitna. Critical Discourse Studies 7(4), 249–262 (2010)

Weimann, G.: New terrorism and new media. Wilson Center Common Labs (2014)

Chau, M., Xu, J.: Mining communities and their relationships in blogs: A study of online hate groups. International Journal of Human-Computer Studies 65(1), 57–70 (2007)

Fu, T., Abbasi, A., Chen, H.: A focused crawler for dark web forums. Journal of the American Society for Information Science and Technology 61(6), 1213–1231 (2010)

Danowski, J.A.: Changes in muslim nations’ centrality mined from open-source world jihad news: A comparison of networks in late 2010, early 2011, and post-bin laden. In: Intelligence and Security Informatics Conference (EISIC), 2011 European, pp. 314–321 (2011).

Chen, H., Thoms, S., Fu, T.: Cyber extremism in web 2.0: An exploratory study of international jihadist groups. In: Intelligence and Security Informatics, 2008. ISI 2008. IEEE International Conference On, pp. 98–103 (2008). IEEE

Agarwal, S., Sureka, A.: Using knn and svm based one-class classifier for detecting online radicalization on twitter. In: Distributed Computing and Internet Technology, pp. 431–442. Springer, ??? (2015)

Yang, M., Chen, H.: Partially supervised learning for radical opinion identification in hate group web forums. In: Intelligence and Security Informatics (ISI), 2012 IEEE International Conference On, pp. 96–101 (2012). doi:10.1109/ISI.2012.628409953. Ritter, A., Clark, S., Etzioni, O., et al.: Named entity recognition in tweets: an experimental study. In: Proceedings of the Conference on Empirical Methods in Natural Language Processing, pp. 1524–1534 (2011). Association for Computational Linguistics

Agarwal, S., Sureka, A.: Topic-specific youtube crawling to detect online radicalization. In: Databases in Networked Information Systems, pp. 133–151. Springer, ??? (2015).

Wilner, A.S., Dubouloz, C.-J.: Transformative radicalization: Applying learning theory to islamist radicalization. Studies in Conflict & Terrorism 34(5), 418–438 (2011)

O’Callaghan, D., Greene, D., Conway, M., Carthy, J., Cunningham, d. P´a: Uncovering the wider structure of extreme right communities spanning popular online networks. In: Proceedings of the 5th Annual ACM Web Science Conference, pp. 276–285 (2013). ACM

O’Callaghan, D., Greene, D., Conway, M., Carthy, J., Cunningham, d. P´a: An analysis of interactions within and between extreme right communities in social media. In: Ubiquitous Social Media Analysis, pp. 88–107. Springer, ??? (2013)




DOI: https://doi.org/10.29103/sisfo.v3i2.6336

Article Metrics

 Abstract Views : 198 times
 PDF Downloaded : 64 times

Refbacks

  • There are currently no refbacks.


Copyright (c) 2019 Munirul ula

Creative Commons License
This work is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

 
Creative Commons License
This work is licensed under a Creative Commons Attribution 4.0 International License		  
 

Universitas Malikussaleh