Mining the network value of customers
Proceedings of the seventh ACM SIGKDD international conference on Knowledge discovery and data mining
Linkage and Autocorrelation Cause Feature Selection Bias in Relational Learning
ICML '02 Proceedings of the Nineteenth International Conference on Machine Learning
The link prediction problem for social networks
CIKM '03 Proceedings of the twelfth international conference on Information and knowledge management
Using relational knowledge discovery to prevent securities fraud
Proceedings of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining
Prediction and ranking algorithms for event-based network data
ACM SIGKDD Explorations Newsletter
Group formation in large social networks: membership, growth, and evolution
Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining
A Parameterized Probabilistic Model of Network Evolution for Supervised Link Prediction
ICDM '06 Proceedings of the Sixth International Conference on Data Mining
Yes, there is a correlation: - from social networks to personal behavior on the web
Proceedings of the 17th international conference on World Wide Web
Influence and correlation in social networks
Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining
Feedback effects between similarity and social influence in online communities
Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining
Temporal-Relational Classifiers for Prediction in Evolving Domains
ICDM '08 Proceedings of the 2008 Eighth IEEE International Conference on Data Mining
Predicting tie strength with social media
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Mining topic-level influence in heterogeneous networks
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Boosting social network connectivity with link revival
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Enhancing group recommendation by incorporating social relationship interactions
Proceedings of the 16th ACM international conference on Supporting group work
Strength of social influence in trust networks in product review sites
Proceedings of the fourth ACM international conference on Web search and data mining
From bias to opinion: a transfer-learning approach to real-time sentiment analysis
Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
Modelling user behaviour and interactions: augmented cognition on the social web
FAC'11 Proceedings of the 6th international conference on Foundations of augmented cognition: directing the future of adaptive systems
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
Collective classification using heterogeneous classifiers
MLDM'11 Proceedings of the 7th international conference on Machine learning and data mining in pattern recognition
Learning to infer social ties in large networks
ECML PKDD'11 Proceedings of the 2011 European conference on Machine learning and knowledge discovery in databases - Volume Part III
Layered graph data model for data management of dataspace support platform
WAIM'11 Proceedings of the 12th international conference on Web-age information management
Extracting semantic user networks from informal communication exchanges
ISWC'11 Proceedings of the 10th international conference on The semantic web - Volume Part I
Extracting multi-dimensional relations: a generative model of groups of entities in a corpus
Proceedings of the 20th ACM international conference on Information and knowledge management
Modeling social strength in social media community via kernel-based learning
MM '11 Proceedings of the 19th ACM international conference on Multimedia
mTrust: discerning multi-faceted trust in a connected world
Proceedings of the fifth ACM international conference on Web search and data mining
Predicting tie strength in a new medium
Proceedings of the ACM 2012 conference on Computer Supported Cooperative Work
Multiple spreaders affect the indirect influence on twitter
Proceedings of the 21st international conference companion on World Wide Web
On video recommendation over social network
MMM'12 Proceedings of the 18th international conference on Advances in Multimedia Modeling
How can spreaders affect the indirect infuence on twitter?
Proceedings of the 12th ACM/IEEE-CS joint conference on Digital Libraries
Lifted relational Kalman filtering
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Three
Building a dynamic and computational understanding of personal social networks
Proceedings of the 1st ACM workshop on Mobile systems for computational social science
Leveraging editor collaboration patterns in wikipedia
Proceedings of the 23rd ACM conference on Hypertext and social media
eTrust: understanding trust evolution in an online world
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
ComSoc: adaptive transfer of user behaviors over composite social network
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
Unsupervised feature selection for linked social media data
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
Capacitated team formation problem on social networks
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
A vulnerability evaluation framework for online social network profiles: axioms and propositions
International Journal of Internet Technology and Secured Transactions
Quantifying reciprocity in large weighted communication networks
PAKDD'12 Proceedings of the 16th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining - Volume Part II
SCIMS: a social context information management system for socially-aware applications
CAiSE'12 Proceedings of the 24th international conference on Advanced Information Systems Engineering
We love rock 'n' roll: analyzing and predicting friendship links in Last.fm
Proceedings of the 3rd Annual ACM Web Science Conference
Beyond Social Graphs: User Interactions in Online Social Networks and their Implications
ACM Transactions on the Web (TWEB)
Proceedings of the 20th ACM international conference on Multimedia
Pay-as-you-go maintenance of precomputed nearest neighbors in large graphs
Proceedings of the 21st ACM international conference on Information and knowledge management
The early-adopter graph and its application to web-page recommendation
Proceedings of the 21st ACM international conference on Information and knowledge management
Online social networks: A survey of a global phenomenon
Computer Networks: The International Journal of Computer and Telecommunications Networking
Integrating social media data for community detection
MSM'11 Proceedings of the 2011 international conference on Modeling and Mining Ubiquitous Social Media
A survey on proximity measures for social networks
Search Computing
Cascade-based community detection
Proceedings of the sixth ACM international conference on Web search and data mining
A multi-dimensional and event-based model for trust computation in the social web
SocInfo'12 Proceedings of the 4th international conference on Social Informatics
Transforming graph data for statistical relational learning
Journal of Artificial Intelligence Research
Learning the Strength of the Factors Influencing User Behavior in Online Social Networks
ASONAM '12 Proceedings of the 2012 International Conference on Advances in Social Networks Analysis and Mining (ASONAM 2012)
Inferring User Interest Using Familiarity and Topic Similarity with Social Neighbors in Facebook
WI-IAT '12 Proceedings of the The 2012 IEEE/WIC/ACM International Joint Conferences on Web Intelligence and Intelligent Agent Technology - Volume 01
Improving privacy settings for facebook by using interpersonal distance as criterion
CHI '13 Extended Abstracts on Human Factors in Computing Systems
Modeling the dynamics of composite social networks
Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining
MATRI: a multi-aspect and transitive trust inference model
Proceedings of the 22nd international conference on World Wide Web
Network denoising in social media
Proceedings of the 2013 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining
Indifferent attachment: the role of degree in ranking friends
Proceedings of the 2013 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining
Identifying unreliable sources of skill and competency information
Proceedings of the 2013 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining
Finding contexts of social influence in online social networks
Proceedings of the 7th Workshop on Social Network Mining and Analysis
A survey of trust in social networks
ACM Computing Surveys (CSUR)
Social influence analysis and application on multimedia sharing websites
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP) - Special Sections on the 20th Anniversary of ACM International Conference on Multimedia, Best Papers of ACM Multimedia 2012
Exploiting social networks for healthcare
Proceedings of the 6th International Conference on PErvasive Technologies Related to Assistive Environments
Monitoring social relationship among Twitter users by using NodeXL
Proceedings of the 2013 Research in Adaptive and Convergent Systems
Review rating prediction based on the content and weighting strong social relation of reviewers
Proceedings of the 2013 international workshop on Mining unstructured big data using natural language processing
Social Link Prediction in Online Social Tagging Systems
ACM Transactions on Information Systems (TOIS)
Enhancing trustworthiness evaluation in internetware with similarity and non-negative constraints
Proceedings of the 5th Asia-Pacific Symposium on Internetware
Expert Systems with Applications: An International Journal
Predicting user personality by mining social interactions in Facebook
Journal of Computer and System Sciences
Exploiting local and global social context for recommendation
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
User behavior learning and transfer in composite social networks
ACM Transactions on Knowledge Discovery from Data (TKDD) - Casin special issue
Expert Systems with Applications: An International Journal
Who proposed the relationship?: recovering the hidden directions of undirected social networks
Proceedings of the 23rd international conference on World wide web
Single network relational transductive learning
Journal of Artificial Intelligence Research
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Previous work analyzing social networks has mainly focused on binary friendship relations. However, in online social networks the low cost of link formation can lead to networks with heterogeneous relationship strengths (e.g., acquaintances and best friends mixed together). In this case, the binary friendship indicator provides only a coarse representation of relationship information. In this work, we develop an unsupervised model to estimate relationship strength from interaction activity (e.g., communication, tagging) and user similarity. More specifically, we formulate a link-based latent variable model, along with a coordinate ascent optimization procedure for the inference. We evaluate our approach on real-world data from Facebook and LinkedIn, showing that the estimated link weights result in higher autocorrelation and lead to improved classification accuracy.