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دسته بندی:
داده های بزرگ - big data
سال انتشار:
2017
عنوان انگلیسی مقاله:
Social Influence Analysis in Social Networking Big Data: Opportunities and Challenges
ترجمه فارسی عنوان مقاله:
تجزیه و تحلیل نفوذ اجتماعی در شبکه های اجتماعی داده های بزرگ: فرصت ها و چالش ها
منبع:
IEEE - 0890-8044/17/$25:00 © 2017 IEEE
نویسنده:
Sancheng Peng, Guojun Wang, and Dongqing Xie
چکیده انگلیسی:
Social influence analysis has become one
of the most important technologies in modern
information and service industries. It will definite
ly become an essential mechanism to perform
complex analysis in social networking big data.
It is attracting an increasing amount of research
ranging from popular topics extraction to social
influence analysis, including analysis and pro
cessing of big data, social influence evaluation,
influential users identification, and information
diffusion modeling. We provide a comprehen
sive investigation of social influence analysis, and
discuss the characteristics of social influence and
the architecture of social influence analysis based
on social networking big data. The relationship
between big data and social influence analysis
is also discussed. In addition, research challeng
es relevant to real-world issues based on social
networking big data in social influence analysis
are discussed, focusing on research issues such
as scalability, data collection, dynamic evolution,
causal relationships, network heterogeneity, eval
uation metrics, and effective mechanisms. Our
goal is to provide a broad research guideline of
existing and ongoing efforts via social influence
analysis in large-scale social networks, and to
help researchers better understand the existing
work, and design new algorithms and methods for
social influence analysis.
قیمت: رایگان
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