Machine Learning Methods to Predict Social Media Disaster Rumor Refuters
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- Tamal Mondal & Prithviraj Pramanik & Indrajit Bhattacharya & Naiwrita Boral & Saptarshi Ghosh, 2018. "Analysis and Early Detection of Rumors in a Post Disaster Scenario," Information Systems Frontiers, Springer, vol. 20(5), pages 961-979, October.
- Serge Galam, 2008. "Sociophysics: A Review Of Galam Models," International Journal of Modern Physics C (IJMPC), World Scientific Publishing Co. Pte. Ltd., vol. 19(03), pages 409-440.
- Xia, Ling-Ling & Jiang, Guo-Ping & Song, Bo & Song, Yu-Rong, 2015. "Rumor spreading model considering hesitating mechanism in complex social networks," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 437(C), pages 295-303.
- Qian, Zhen & Tang, Shaoting & Zhang, Xiao & Zheng, Zhiming, 2015. "The independent spreaders involved SIR Rumor model in complex networks," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 429(C), pages 95-102.
- Han, Shuo & Zhuang, Fuzhen & He, Qing & Shi, Zhongzhi & Ao, Xiang, 2014. "Energy model for rumor propagation on social networks," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 394(C), pages 99-109.
- Wang, Jiajia & Zhao, Laijun & Huang, Rongbing, 2014. "SIRaRu rumor spreading model in complex networks," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 398(C), pages 43-55.
- David Laniado & Yana Volkovich & Salvatore Scellato & Cecilia Mascolo & Andreas Kaltenbrunner, 2018. "The Impact of Geographic Distance on Online Social Interactions," Information Systems Frontiers, Springer, vol. 20(6), pages 1203-1218, December.
- Yi Zhang & Jiuping Xu, 2015. "A Rumor Spreading Model considering the Cumulative Effects of Memory," Discrete Dynamics in Nature and Society, Hindawi, vol. 2015, pages 1-11, January.
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Keywords
rumor refutation; disaster-related; NLP; machine learning; XGBoost; group behavior;All these keywords.
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