Proceedings of the 9th international World Wide Web conference on Computer networks : the international journal of computer and telecommunications netowrking
IPTPS '01 Revised Papers from the First International Workshop on Peer-to-Peer Systems
BT Technology Journal
Structure and evolution of online social networks
Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining
SybilGuard: defending against sybil attacks via social networks
Proceedings of the 2006 conference on Applications, technologies, architectures, and protocols for computer communications
Analysis of topological characteristics of huge online social networking services
Proceedings of the 16th international conference on World Wide Web
NSDI'06 Proceedings of the 3rd conference on Networked Systems Design & Implementation - Volume 3
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
SybilLimit: A Near-Optimal Social Network Defense against Sybil Attacks
SP '08 Proceedings of the 2008 IEEE Symposium on Security and Privacy
Comparison of online social relations in volume vs interaction: a case study of cyworld
Proceedings of the 8th ACM SIGCOMM conference on Internet measurement
Power-Law Distributions in Empirical Data
SIAM Review
On the evolution of user interaction in Facebook
Proceedings of the 2nd ACM workshop on Online social networks
A case for space: physical and virtual location requirements in the CouchSurfing social network
Proceedings of the 2009 International Workshop on Location Based Social Networks
Characterizing user behavior in online social networks
Proceedings of the 9th ACM SIGCOMM conference on Internet measurement conference
Privacy-enhanced public view for social graphs
Proceedings of the 2nd ACM workshop on Social web search and mining
StarClique: guaranteeing user privacy in social networks against intersection attacks
Proceedings of the 5th international conference on Emerging networking experiments and technologies
What is Twitter, a social network or a news media?
Proceedings of the 19th international conference on World wide web
Measurement-calibrated graph models for social network experiments
Proceedings of the 19th international conference on World wide web
Second life: a social network of humans and bots
Proceedings of the 20th international workshop on Network and operating systems support for digital audio and video
Stateful bulk processing for incremental analytics
Proceedings of the 1st ACM symposium on Cloud computing
Ensemble PDP-8: eight principles for distributed portals
Proceedings of the 10th annual joint conference on Digital libraries
Time-based sampling of social network activity graphs
Proceedings of the Eighth Workshop on Mining and Learning with Graphs
Walking in facebook: a case study of unbiased sampling of OSNs
INFOCOM'10 Proceedings of the 29th conference on Information communications
Brief announcement: revisiting the power-law degree distribution for social graph analysis
Proceedings of the 29th ACM SIGACT-SIGOPS symposium on Principles of distributed computing
An analysis of social network-based Sybil defenses
Proceedings of the ACM SIGCOMM 2010 conference
Unbiased sampling in directed social graph
Proceedings of the ACM SIGCOMM 2010 conference
On managing social data for enabling socially-aware applications and services
Proceedings of the 3rd Workshop on Social Network Systems
Don't tread on me: moderating access to OSN data with spikestrip
WOSN'10 Proceedings of the 3rd conference on Online social networks
Orion: shortest path estimation for large social graphs
WOSN'10 Proceedings of the 3rd conference on Online social networks
Designs to account for trust in social network-based sybil defenses
Proceedings of the 17th ACM conference on Computer and communications security
An analysis of user behavior in online video streaming
Proceedings of the international workshop on Very-large-scale multimedia corpus, mining and retrieval
Detecting and characterizing social spam campaigns
IMC '10 Proceedings of the 10th ACM SIGCOMM conference on Internet measurement
Understanding latent interactions in online social networks
IMC '10 Proceedings of the 10th ACM SIGCOMM conference on Internet measurement
Measuring the mixing time of social graphs
IMC '10 Proceedings of the 10th ACM SIGCOMM conference on Internet measurement
Abusing social networks for automated user profiling
RAID'10 Proceedings of the 13th international conference on Recent advances in intrusion detection
Exploiting locality of interest in online social networks
Proceedings of the 6th International COnference
Measurement and gender-specific analysis of user publishing characteristics on myspace
IEEE Network: The Magazine of Global Internetworking
Toward a behavioral approach to privacy for online social networks
SocInfo'10 Proceedings of the Second international conference on Social informatics
Evolution analysis of a mobile social network
ADMA'10 Proceedings of the 6th international conference on Advanced data mining and applications: Part I
Limiting the spread of misinformation in social networks
Proceedings of the 20th international conference on World wide web
Interaction-driven opinion dynamics in online social networks
Proceedings of the First Workshop on Social Media Analytics
Malware propagation in online social networks: nature, dynamics, and defense implications
Proceedings of the 6th ACM Symposium on Information, Computer and Communications Security
Crawling Facebook for social network analysis purposes
Proceedings of the International Conference on Web Intelligence, Mining and Semantics
Partitioning social networks for time-dependent queries
Proceedings of the 4th Workshop on Social Network Systems
Exploring user social behaviors in mobile social applications
Proceedings of the 4th Workshop on Social Network Systems
Analyzing the impact of events in an online music community
Proceedings of the 4th Workshop on Social Network Systems
Walking on a graph with a magnifying glass: stratified sampling via weighted random walks
Proceedings of the ACM SIGMETRICS joint international conference on Measurement and modeling of computer systems
Albatross sampling: robust and effective hybrid vertex sampling for social graphs
HotPlanet '11 Proceedings of the 3rd ACM international workshop on MobiArch
Walking on a graph with a magnifying glass: stratified sampling via weighted random walks
ACM SIGMETRICS Performance Evaluation Review - Performance evaluation review
Prometheus: user-controlled P2P social data management for socially-aware applications
Proceedings of the ACM/IFIP/USENIX 11th International Conference on Middleware
Proceedings of the 13th international conference on Ubiquitous computing
Proceedings of the 11th ACM symposium on Document engineering
Data-driven modeling and analysis of online social networks
WAIM'11 Proceedings of the 12th international conference on Web-age information management
PrIter: a distributed framework for prioritized iterative computations
Proceedings of the 2nd ACM Symposium on Cloud Computing
Characterizing interactions among members of deaf communities in orkut
INTERACT'11 Proceedings of the 13th IFIP TC 13 international conference on Human-computer interaction - Volume Part III
Comparing linkage graph and activity graph of online social networks
SocInfo'11 Proceedings of the Third international conference on Social informatics
Analyzing facebook privacy settings: user expectations vs. reality
Proceedings of the 2011 ACM SIGCOMM conference on Internet measurement conference
An analysis of underground forums
Proceedings of the 2011 ACM SIGCOMM conference on Internet measurement conference
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
Counting YouTube videos via random prefix sampling
Proceedings of the 2011 ACM SIGCOMM conference on Internet measurement conference
Measuring media-based social interactions provided by smartphone applications in social networks
SBNMA '11 Proceedings of the 2011 ACM workshop on Social and behavioural networked media access
Social network analysis of an online dating network
Proceedings of the 5th International Conference on Communities and Technologies
Daily deals: prediction, social diffusion, and reputational ramifications
Proceedings of the fifth ACM international conference on Web search and data mining
Valuation of online social networks taking into account users' interconnectedness
Information Systems and e-Business Management
Network traffic locality in a rural African village
Proceedings of the Fifth International Conference on Information and Communication Technologies and Development
Characterizing user navigation and interactions in online social networks
Information Sciences: an International Journal
SOMAR: A SOcial Mobile Activity Recommender
Expert Systems with Applications: An International Journal
Towards robust and scalable peer-to-peer social networks
Proceedings of the Fifth Workshop on Social Network Systems
Leveraging trust and distrust for sybil-tolerant voting in online social media
Proceedings of the 1st Workshop on Privacy and Security in Online Social Media
Privacy attacks in social media using photo tagging networks: a case study with Facebook
Proceedings of the 1st Workshop on Privacy and Security in Online Social Media
Simplifying friendlist management
Proceedings of the 21st international conference companion on World Wide Web
Confidant: protecting OSN data without locking it up
Middleware'11 Proceedings of the 12th ACM/IFIP/USENIX international conference on Middleware
iMapReduce: A Distributed Computing Framework for Iterative Computation
Journal of Grid Computing
A media-based social interactions analysis procedure
Proceedings of the 27th Annual ACM Symposium on Applied Computing
A density-based approach for mining overlapping communities from social network interactions
Proceedings of the 2nd International Conference on Web Intelligence, Mining and Semantics
Identifying influential users by their postings in social networks
Proceedings of the 3rd international workshop on Modeling social media
Who is on your sofa?: TV audience communities and second screening social networks
Proceedings of the 10th European conference on Interactive tv and video
Vertex neighborhoods, low conductance cuts, and good seeds for local community methods
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
Poultry markets: on the underground economy of twitter followers
Proceedings of the 2012 ACM workshop on Workshop on online social networks
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
Agents of influence in social networks
Proceedings of the 11th International Conference on Autonomous Agents and Multiagent Systems - Volume 1
Space-efficient sampling from social activity streams
Proceedings of the 1st International Workshop on Big Data, Streams and Heterogeneous Source Mining: Algorithms, Systems, Programming Models and Applications
Poultry markets: on the underground economy of twitter followers
ACM SIGCOMM Computer Communication Review - Special october issue SIGCOMM '12
Older people's social sharing practices in YouTube through an ethnographical lens
BCS-HCI '12 Proceedings of the 26th Annual BCS Interaction Specialist Group Conference on People and Computers
Competing memes propagation on networks: a case study of composite networks
ACM SIGCOMM Computer Communication Review
Innocent by association: early recognition of legitimate users
Proceedings of the 2012 ACM conference on Computer and communications security
Targeted and scalable information dissemination in a distributed reputation mechanism
Proceedings of the seventh ACM workshop on Scalable trusted computing
Beyond Social Graphs: User Interactions in Online Social Networks and their Implications
ACM Transactions on the Web (TWEB)
Direction-optimizing breadth-first search
SC '12 Proceedings of the International Conference on High Performance Computing, Networking, Storage and Analysis
Media-based social interaction patterns: a case study in an online civic mobilization
Proceedings of the 2012 international workshop on Socially-aware multimedia
On the bursty evolution of online social networks
Proceedings of the First ACM International Workshop on Hot Topics on Interdisciplinary Social Networks Research
Leveraging social network concepts for efficient peer-to-peer live streaming systems
Proceedings of the 20th ACM international conference on Multimedia
Evolution of social-attribute networks: measurements, modeling, and implications using google+
Proceedings of the 2012 ACM conference on Internet measurement conference
Multi-scale dynamics in a massive online social network
Proceedings of the 2012 ACM conference on Internet measurement conference
Beyond friendship: modeling user activity graphs on social network-based gifting applications
Proceedings of the 2012 ACM conference on Internet measurement conference
Losing my revolution: how many resources shared on social media have been lost?
TPDL'12 Proceedings of the Second international conference on Theory and Practice of Digital Libraries
Online social networks: A survey of a global phenomenon
Computer Networks: The International Journal of Computer and Telecommunications Networking
Defending against large-scale crawls in online social networks
Proceedings of the 8th international conference on Emerging networking experiments and technologies
Brief announcement: detecting users’ connectivity on online social networks
SSS'12 Proceedings of the 14th international conference on Stabilization, Safety, and Security of Distributed Systems
Confidant: protecting OSN data without locking it up
Proceedings of the 12th International Middleware Conference
Ensuring relevant and serendipitous information flow in decentralized online social network
AIMSA'12 Proceedings of the 15th international conference on Artificial Intelligence: methodology, systems, and applications
Bridge analysis in a Social Internetworking Scenario
Information Sciences: an International Journal
Smallworlds: visualizing social recommendations
EuroVis'10 Proceedings of the 12th Eurographics / IEEE - VGTC conference on Visualization
A model to represent human social relationships in social network graphs
SocInfo'12 Proceedings of the 4th international conference on Social Informatics
Mining smartphone data to classify life-facets of social relationships
Proceedings of the 2013 conference on Computer supported cooperative work
Opportunistic multipath forwarding in content-based publish/subscribe overlays
Proceedings of the 13th International Middleware Conference
PolderCast: fast, robust, and scalable architecture for P2P topic-based pub/sub
Proceedings of the 13th International Middleware Conference
Design and analysis of a social botnet
Computer Networks: The International Journal of Computer and Telecommunications Networking
Modeling Social Network Interaction Graphs
ASONAM '12 Proceedings of the 2012 International Conference on Advances in Social Networks Analysis and Mining (ASONAM 2012)
Dissemination Patterns and Associated Network Effects of Sentiments in Social Networks
ASONAM '12 Proceedings of the 2012 International Conference on Advances in Social Networks Analysis and Mining (ASONAM 2012)
An Analysis of Query Forwarding Strategies for Secure and Privacy-Preserving Social Networks
ASONAM '12 Proceedings of the 2012 International Conference on Advances in Social Networks Analysis and Mining (ASONAM 2012)
Tweets Beget Propinquity: Detecting Highly Interactive Communities on Twitter Using Tweeting Links
WI-IAT '12 Proceedings of the The 2012 IEEE/WIC/ACM International Joint Conferences on Web Intelligence and Intelligent Agent Technology - Volume 01
HeartLink: open broadcast of live biometric data to social networks
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Homophily, popularity and randomness: modelling growth of online social network
Proceedings of the 2013 international conference on Autonomous agents and multi-agent systems
Unfolding dynamics in a social network: co-evolution oflink formation and user interaction
Proceedings of the 22nd international conference on World Wide Web companion
Modeling/predicting the evolution trend of osn-based applications
Proceedings of the 22nd international conference on World Wide Web
Wisdom in the social crowd: an analysis of quora
Proceedings of the 22nd international conference on World Wide Web
Modeling/predicting the evolution trend of osn-based applications
Proceedings of the 22nd international conference on World Wide Web
I act, therefore I judge: network sentiment dynamics based on user activity change
Proceedings of the 2013 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining
Follow the green: growth and dynamics in twitter follower markets
Proceedings of the 2013 conference on Internet measurement conference
An agent-based model of the development of friendship links within Facebook
Computational & Mathematical Organization Theory
Predicting user activity level in social networks
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Social resilience in online communities: the autopsy of friendster
Proceedings of the first ACM conference on Online social networks
Proceedings of the first ACM conference on Online social networks
Monitoring social relationship among Twitter users by using NodeXL
Proceedings of the 2013 Research in Adaptive and Convergent Systems
Understanding latent interactions in online social networks
ACM Transactions on the Web (TWEB)
Hierarchical parallel algorithm for modularity-based community detection using GPUs
Euro-Par'13 Proceedings of the 19th international conference on Parallel Processing
Predicting user personality by mining social interactions in Facebook
Journal of Computer and System Sciences
You are how you click: clickstream analysis for Sybil detection
SEC'13 Proceedings of the 22nd USENIX conference on Security
SGor: Trust graph based onion routing
Computer Networks: The International Journal of Computer and Telecommunications Networking
On the embeddability of random walk distances
Proceedings of the VLDB Endowment
Uncovering social network Sybils in the wild
ACM Transactions on Knowledge Discovery from Data (TKDD) - Casin special issue
Expert Systems with Applications: An International Journal
Caracterização qualitativa da sociabilidade no Facebook
Proceedings of the 12th Brazilian Symposium on Human Factors in Computing Systems
Direction-optimizing breadth-first search
Scientific Programming - Selected Papers from Super Computing 2012
Making social interactions accessible in online social networks
Information Services and Use - Mining the Digital Information Networks
Scalable community detection in massive social networks using MapReduce
IBM Journal of Research and Development
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Social networks are popular platforms for interaction, communication and collaboration between friends. Researchers have recently proposed an emerging class of applications that leverage relationships from social networks to improve security and performance in applications such as email, web browsing and overlay routing. While these applications often cite social network connectivity statistics to support their designs, researchers in psychology and sociology have repeatedly cast doubt on the practice of inferring meaningful relationships from social network connections alone. This leads to the question: Are social links valid indicators of real user interaction? If not, then how can we quantify these factors to form a more accurate model for evaluating socially-enhanced applications? In this paper, we address this question through a detailed study of user interactions in the Facebook social network. We propose the use of interaction graphs to impart meaning to online social links by quantifying user interactions. We analyze interaction graphs derived from Facebook user traces and show that they exhibit significantly lower levels of the "small-world" properties shown in their social graph counterparts. This means that these graphs have fewer "supernodes" with extremely high degree, and overall network diameter increases significantly as a result. To quantify the impact of our observations, we use both types of graphs to validate two well-known social-based applications (RE and SybilGuard). The results reveal new insights into both systems, and confirm our hypothesis that studies of social applications should use real indicators of user interactions in lieu of social graphs.