Homophily in Online Social Networks
نویسندگان
چکیده
We develop a parsimonious and tractable dynamic social network formation model in which agents interact in overlapping social groups. The model allows us to analyse network properties and homophily patterns simultaneously. We derive analytical expressions for the distributions of degree and, importantly, of homophily indices, using mean-field approximations. We test our model using a large dataset from Facebook covering student friendship networks in 10 American colleges in 2005. We find that our analytical expressions and simulations fit the homophily patterns, degree distribution, and individual clustering coefficients well with the data.
منابع مشابه
Providing a Link Prediction Model based on Structural and Homophily Similarity in Social Networks
In recent years, with the growing number of online social networks, these networks have become one of the best markets for advertising and commerce, so studying these networks is very important. Most online social networks are growing and changing with new communications (new edges). Forecasting new edges in online social networks can give us a better understanding of the growth of these networ...
متن کاملHomophily of Music Listening in Online Social Networks
Homophily, ranging from demographics to sentiments, breeds connections in social networks, either offline or online. However, with the prosperous growth of music streaming service, whether homophily exists in online music listening remains unclear. In this study, two online social networks of a same group of active users are established respectively in Netease Music and Weibo. Through presented...
متن کاملPlatform Characteristics, Multi-Homing, and Homophily in Online Social Networks
This study examines how the “openness” of SNS platforms and the number of SNS platforms users adopt moderates online homophily. The analyses—based on panel data on recorded SNS usage behaviors of 9,484 individual users— reveal that age homophily is pervasive in online social lives. However, the patterns of homophily differ significantly across diverse demographic groups, platform type, and user...
متن کاملTaking Real-life to Cyberspace: Determining Factors Influencing Virtual Homophily among Members of Faith Communities on online Social Networks
Research on how members of faith communities interact on online social networks and the factors that influence their computer-mediated communication are lacking. This study applies the concept of homophily to investigate the factors that encourage the development of relationship ties among members of faith communities on online social network sites such as Facebook. A survey was conducted with ...
متن کاملAm I More Similar to My Followers or Followees? Homophily Effect in Directed Online Social Networks
Homophily is the theory behind the formation of social ties between individuals with similar characteristics or interests. Based on homophily, in a social network it is expected to observe a higher degree of homogeneity among connected than disconnected people. Many researchers use this simple yet effective principal to infer users’ missing information and interests based on the information pro...
متن کامل