Maximizing the spread of influence through a social network
Proceedings of the ninth ACM SIGKDD international conference on Knowledge discovery and data mining
Information diffusion through blogspace
Proceedings of the 13th international conference on World Wide Web
A familiar face(book): profile elements as signals in an online social network
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Analysis of topological characteristics of huge online social networking services
Proceedings of the 16th international conference on World Wide Web
Measurement and analysis of online social networks
Proceedings of the 7th ACM SIGCOMM conference on Internet measurement
Planetary-scale views on a large instant-messaging network
Proceedings of the 17th international conference on World Wide Web
Growth of the flickr social network
Proceedings of the first workshop on Online social networks
Comparison of online social relations in volume vs interaction: a case study of cyworld
Proceedings of the 8th ACM SIGCOMM conference on Internet measurement
User interactions in social networks and their implications
Proceedings of the 4th ACM European conference on Computer systems
A measurement-driven analysis of information propagation in the flickr social network
Proceedings of the 18th international conference on World wide web
Efficient influence maximization in social networks
Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining
Beyond friendship graphs: a study of user interactions in Flickr
Proceedings of the 2nd ACM workshop on Online social networks
On the evolution of user interaction in Facebook
Proceedings of the 2nd ACM workshop on Online social networks
Measuring User Prestige and Interaction Preference on Social Network Site
ICIS '09 Proceedings of the 2009 Eigth IEEE/ACIS International Conference on Computer and Information Science
Understanding online social network usage from a network perspective
Proceedings of the 9th ACM SIGCOMM conference on Internet measurement conference
Characterizing user behavior in online social networks
Proceedings of the 9th ACM SIGCOMM conference on Internet measurement conference
What is Twitter, a social network or a news media?
Proceedings of the 19th international conference on World wide web
Detecting and characterizing social spam campaigns
IMC '10 Proceedings of the 10th ACM SIGCOMM conference on Internet measurement
Detecting and characterizing social spam campaigns
IMC '10 Proceedings of the 10th ACM SIGCOMM conference on Internet measurement
INTERACT'11 Proceedings of the 13th IFIP TC 13 international conference on Human-computer interaction - Volume Part III
Sharing graphs using differentially private graph models
Proceedings of the 2011 ACM SIGCOMM conference on Internet measurement conference
Uncovering social network sybils in the wild
Proceedings of the 2011 ACM SIGCOMM conference on Internet measurement conference
The consumption of integrated social networking services on mobile devices
Proceedings of the 10th International Conference on Mobile and Ubiquitous Multimedia
Canal: scaling social network-based Sybil tolerance schemes
Proceedings of the 7th ACM european conference on Computer Systems
Characterizing user navigation and interactions in online social networks
Information Sciences: an International Journal
Who drive people to forward information: publisher or spreader?
Proceedings of the Fifth Workshop on Social Network Systems
Video sharing in online social networks: measurement and analysis
Proceedings of the 22nd international workshop on Network and Operating System Support for Digital Audio and Video
Framework for building intelligent mobile social applications
Proceedings of the 27th Annual ACM Symposium on Applied Computing
A media-based social interactions analysis procedure
Proceedings of the 27th Annual ACM Symposium on Applied Computing
Understanding video propagation in online social networks
Proceedings of the 2012 IEEE 20th International Workshop on Quality of Service
Far from the eyes, close on the web: impact of geographic distance on online social interactions
Proceedings of the 2012 ACM workshop on Workshop on online social networks
Beyond Social Graphs: User Interactions in Online Social Networks and their Implications
ACM Transactions on the Web (TWEB)
On the bursty evolution of online social networks
Proceedings of the First ACM International Workshop on Hot Topics on Interdisciplinary Social Networks Research
Multi-scale dynamics in a massive online social network
Proceedings of the 2012 ACM conference on Internet measurement conference
MyTerritory: evaluation of outdoor gaming prototype for music discovery
Proceedings of the 11th International Conference on Mobile and Ubiquitous Multimedia
Defending against large-scale crawls in online social networks
Proceedings of the 8th international conference on Emerging networking experiments and technologies
Producing while consuming: social interaction around photos shared within private group
ACE'12 Proceedings of the 9th international conference on Advances in Computer Entertainment
Identifying same wavelength groups from twitter: a sentiment based approach
ACIIDS'13 Proceedings of the 5th Asian conference on Intelligent Information and Database Systems - Volume Part II
A Novel Search Engine Based on Social Relationships in Online Social Networking Website
ASONAM '12 Proceedings of the 2012 International Conference on Advances in Social Networks Analysis and Mining (ASONAM 2012)
Google+ or Google-?: dissecting the evolution of the new OSN in its first year
Proceedings of the 22nd international conference on World Wide Web
Crowd crawling: towards collaborative data collection for large-scale online social networks
Proceedings of the first ACM conference on Online social networks
Understanding latent interactions in online social networks
ACM Transactions on the Web (TWEB)
You are how you click: clickstream analysis for Sybil detection
SEC'13 Proceedings of the 22nd USENIX conference on Security
Uncovering social network Sybils in the wild
ACM Transactions on Knowledge Discovery from Data (TKDD) - Casin special issue
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Popular online social networks (OSNs) like Facebook and Twitter are changing the way users communicate and interact with the Internet. A deep understanding of user interactions in OSNs can provide important insights into questions of human social behavior, and into the design of social platforms and applications. However, recent studies have shown that a majority of user interactions on OSNs are latent interactions, passive actions such as profile browsing that cannot be observed by traditional measurement techniques. In this paper, we seek a deeper understanding of both visible and latent user interactions in OSNs. For quantifiable data on latent user interactions, we perform a detailed measurement study on Renren, the largest OSN in China with more than 150 million users to date. All friendship links in Renren are public, allowing us to exhaustively crawl a connected graph component of 42 million users and 1.66 billion social links in 2009. Renren also keeps detailed visitor logs for each user profile, and counters for each photo and diary/blog entry. We capture detailed histories of profile visits over a period of 90 days for more than 61,000 users in the Peking University Renren network, and use statistics of profile visits to study issues of user profile popularity, reciprocity of profile visits, and the impact of content updates on user popularity. We find that latent interactions are much more prevalent and frequent than visible events, non-reciprocal in nature, and that profile popularity are uncorrelated with the frequency of content updates. Finally, we construct latent interaction graphs as models of user browsing behavior, and compare their structural properties against those of both visible interaction graphs and social graphs.