کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
974613 1480154 2015 9 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
An information propagation model considering incomplete reading behavior in microblog
ترجمه فارسی عنوان
یک مدل انتشار اطلاعات با توجه به خواندن ناقص خواندن در میکروبلاگ
موضوعات مرتبط
مهندسی و علوم پایه ریاضیات فیزیک ریاضی
چکیده انگلیسی


• The microblog propagation is studied considering incomplete reading behavior.
• An Mb-SIR model is proposed and validated with the actual data.
• The sensitivity and importance of different parameters are evaluated.
• Some management insights and information propagation control measures are derived.

Microblog is one of the most popular communication channels on the Internet, and has already become the third largest source of news and public opinions in China. Although researchers have studied the information propagation in microblog using the epidemic models, previous studies have not considered the incomplete reading behavior among microblog users. Therefore, the model cannot fit the real situations well. In this paper, we proposed an improved model entitled Microblog-Susceptible–Infected–Removed (Mb-SIR) for information propagation by explicitly considering the user’s incomplete reading behavior. We also tested the effectiveness of the model using real data from Sina Microblog. We demonstrate that the new proposed model is more accurate in describing the information propagation in microblog. In addition, we also investigate the effects of the critical model parameters, e.g., reading rate, spreading rate, and removed rate through numerical simulations. The simulation results show that, compared with other parameters, reading rate plays the most influential role in the information propagation performance in microblog.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Physica A: Statistical Mechanics and its Applications - Volume 419, 1 February 2015, Pages 55–63
نویسندگان
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