Enhanced hypertext categorization using hyperlinks
SIGMOD '98 Proceedings of the 1998 ACM SIGMOD international conference on Management of data
Inferring Web communities from link topology
Proceedings of the ninth ACM conference on Hypertext and hypermedia : links, objects, time and space---structure in hypermedia systems: links, objects, time and space---structure in hypermedia systems
Improved algorithms for topic distillation in a hyperlinked environment
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SIGIR '00 Proceedings of the 23rd annual international ACM SIGIR conference on Research and development in information retrieval
The stochastic approach for link-structure analysis (SALSA) and the TKC effect
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PageRank, HITS and a unified framework for link analysis
SIGIR '02 Proceedings of the 25th annual international ACM SIGIR conference on Research and development in information retrieval
IEEE Intelligent Systems
Ontology Learning for the Semantic Web
IEEE Intelligent Systems
Conditional Random Fields: Probabilistic Models for Segmenting and Labeling Sequence Data
ICML '01 Proceedings of the Eighteenth International Conference on Machine Learning
Learning to Probabilistically Identify Authoritative Documents
ICML '00 Proceedings of the Seventeenth International Conference on Machine Learning
ICDM '01 Proceedings of the 2001 IEEE International Conference on Data Mining
Fast Algorithms for Mining Association Rules in Large Databases
VLDB '94 Proceedings of the 20th International Conference on Very Large Data Bases
SimRank: a measure of structural-context similarity
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Scaling personalized web search
WWW '03 Proceedings of the 12th international conference on World Wide Web
Stochastic link and group detection
Eighteenth national conference on Artificial intelligence
gSpan: Graph-Based Substructure Pattern Mining
ICDM '02 Proceedings of the 2002 IEEE International Conference on Data Mining
Learning probabilistic models of link structure
The Journal of Machine Learning Research
Tractable Group Detection on Large Link Data Sets
ICDM '03 Proceedings of the Third IEEE International Conference on Data Mining
Algorithms for estimating relative importance in networks
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CIKM '03 Proceedings of the twelfth international conference on Information and knowledge management
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ACM SIGKDD Explorations Newsletter
Iterative record linkage for cleaning and integration
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Identity uncertainty
Reference reconciliation in complex information spaces
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Semantic integration in text: from ambiguous names to identifiable entities
AI Magazine - Special issue on semantic integration
Joint deduplication of multiple record types in relational data
Proceedings of the 14th ACM international conference on Information and knowledge management
Tools for large graph mining
Leveraging Relational Autocorrelation with Latent Group Models
ICDM '05 Proceedings of the Fifth IEEE International Conference on Data Mining
Pruning Social Networks Using Structural Properties and Descriptive Attributes
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ACM SIGKDD Explorations Newsletter
Prediction and ranking algorithms for event-based network data
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The case for anomalous link discovery
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Relevance search and anomaly detection in bipartite graphs
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Discovering informative connection subgraphs in multi-relational graphs
ACM SIGKDD Explorations Newsletter
Comparison of graph-based and logic-based multi-relational data mining
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ACM SIGKDD Explorations Newsletter
Link mining applications: progress and challenges
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EventRank: a framework for ranking time-varying networks
Proceedings of the 3rd international workshop on Link discovery
Group and topic discovery from relations and text
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Eliminating fuzzy duplicates in data warehouses
VLDB '02 Proceedings of the 28th international conference on Very Large Data Bases
The KOJAK group finder: connecting the dots via integrated knowledge-based and statistical reasoning
IAAI'04 Proceedings of the 16th conference on Innovative applications of artifical intelligence
Link analysis, eigenvectors and stability
IJCAI'01 Proceedings of the 17th international joint conference on Artificial intelligence - Volume 2
Discriminative probabilistic models for relational data
UAI'02 Proceedings of the Eighteenth conference on Uncertainty in artificial intelligence
ACM Transactions on Database Systems (TODS)
A framework for community identification in dynamic social networks
Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining
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WI-IATW '07 Proceedings of the 2007 IEEE/WIC/ACM International Conferences on Web Intelligence and Intelligent Agent Technology - Workshops
Node roles and community structure in networks
Proceedings of the 9th WebKDD and 1st SNA-KDD 2007 workshop on Web mining and social network analysis
Automated social hierarchy detection through email network analysis
Proceedings of the 9th WebKDD and 1st SNA-KDD 2007 workshop on Web mining and social network analysis
Privacy-preserving link discovery
Proceedings of the 2008 ACM symposium on Applied computing
Towards identity anonymization on graphs
Proceedings of the 2008 ACM SIGMOD international conference on Management of data
Mining for offender group detection and story of a police operation
AusDM '07 Proceedings of the sixth Australasian conference on Data mining and analytics - Volume 70
A survey of top-k query processing techniques in relational database systems
ACM Computing Surveys (CSUR)
Grammar-based random walkers in semantic networks
Knowledge-Based Systems
Generating Social Network Features for Link-Based Classification
PKDD 2007 Proceedings of the 11th European conference on Principles and Practice of Knowledge Discovery in Databases
The Most Reliable Subgraph Problem
PKDD 2007 Proceedings of the 11th European conference on Principles and Practice of Knowledge Discovery in Databases
Comparing Two Models for Terrorist Group Detection: GDM or OGDM?
PAISI, PACCF and SOCO '08 Proceedings of the IEEE ISI 2008 PAISI, PACCF, and SOCO international workshops on Intelligence and Security Informatics
RDF-3X: a RISC-style engine for RDF
Proceedings of the VLDB Endowment
Web page classification: Features and algorithms
ACM Computing Surveys (CSUR)
Credit scoring algorithm based on link analysis ranking with support vector machine
Expert Systems with Applications: An International Journal
Semantic and Event-Based Approach for Link Prediction
PAKM '08 Proceedings of the 7th International Conference on Practical Aspects of Knowledge Management
Community gravity: measuring bidirectional effects by trust and rating on online social networks
Proceedings of the 18th international conference on World wide web
Graffiti: node labeling in heterogeneous networks
Proceedings of the 18th international conference on World wide web
A link mining algorithm for earnings forecast and trading
Data Mining and Knowledge Discovery
Segmentation and Automated Social Hierarchy Detection through Email Network Analysis
Advances in Web Mining and Web Usage Analysis
Selective-NRA Algorithms for Top-k Queries
APWeb/WAIM '09 Proceedings of the Joint International Conferences on Advances in Data and Web Management
Using Link-Based Content Analysis to Measure Document Similarity Effectively
APWeb/WAIM '09 Proceedings of the Joint International Conferences on Advances in Data and Web Management
DepRank: A Probabilistic Measure of Dependence via Heterogeneous Links
APWeb/WAIM '09 Proceedings of the Joint International Conferences on Advances in Data and Web Management
Efficient Privacy-Preserving Link Discovery
PAKDD '09 Proceedings of the 13th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining
Exploiting the Block Structure of Link Graph for Efficient Similarity Computation
PAKDD '09 Proceedings of the 13th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining
Dynamic Exponential Family Matrix Factorization
PAKDD '09 Proceedings of the 13th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining
Constant-factor approximation algorithms for identifying dynamic communities
Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining
Co-evolution of social and affiliation networks
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Graph-based methods for the analysis of large-scale multiagent systems
Proceedings of The 8th International Conference on Autonomous Agents and Multiagent Systems - Volume 1
A lower bound on the sample size needed to perform a significant frequent pattern mining task
Pattern Recognition Letters
Intelligent hybrid approach to false identity detection
Proceedings of the 12th International Conference on Artificial Intelligence and Law
Memeta: a framework for multi-relational analytics on the blogosphere
AAAI'06 proceedings of the 21st national conference on Artificial intelligence - Volume 2
Identifying graphs from noisy and incomplete data
Proceedings of the 1st ACM SIGKDD Workshop on Knowledge Discovery from Uncertain Data
Generic Entity Resolution in Relational Databases
ADBIS '09 Proceedings of the 13th East European Conference on Advances in Databases and Information Systems
Leveraging Higher Order Dependencies between Features for Text Classification
ECML PKDD '09 Proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases: Part I
Analyzing reading behavior by blog mining
AAAI'07 Proceedings of the 22nd national conference on Artificial intelligence - Volume 2
Generating useful network-based features for analyzing social networks
AAAI'08 Proceedings of the 23rd national conference on Artificial intelligence - Volume 2
Proceedings of the 5th International Symposium on Wikis and Open Collaboration
Role of weak ties in link prediction of complex networks
Proceedings of the 1st ACM international workshop on Complex networks meet information & knowledge management
Proceedings of the VLDB Endowment
IPHITS: An Incremental Latent Topic Model for Link Structure
AIRS '09 Proceedings of the 5th Asia Information Retrieval Symposium on Information Retrieval Technology
Entity-aware query processing for heterogeneous data with uncertainty and correlations
Proceedings of the 2009 EDBT/ICDT Workshops
A brief survey of computational approaches in social computing
IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
Social network classification incorporating link typevalues
ISI'09 Proceedings of the 2009 IEEE international conference on Intelligence and security informatics
Semi-supervised OWA aggregation for link-based similarity evaluation and alias detection
FUZZ-IEEE'09 Proceedings of the 18th international conference on Fuzzy Systems
The RDF-3X engine for scalable management of RDF data
The VLDB Journal — The International Journal on Very Large Data Bases
How to authenticate graphs without leaking
Proceedings of the 13th International Conference on Extending Database Technology
LINKREC: a unified framework for link recommendation with user attributes and graph structure
Proceedings of the 19th international conference on World wide web
Topology aware internet traffic forecasting using neural networks
ICANN'07 Proceedings of the 17th international conference on Artificial neural networks
Preserving the privacy of sensitive relationships in graph data
PinKDD'07 Proceedings of the 1st ACM SIGKDD international conference on Privacy, security, and trust in KDD
Discovery of latent subcommunities in a blog's readership
ACM Transactions on the Web (TWEB)
K-isomorphism: privacy preserving network publication against structural attacks
Proceedings of the 2010 ACM SIGMOD International Conference on Management of data
Structure, tie persistence and event detection in large phone and SMS networks
Proceedings of the Eighth Workshop on Mining and Learning with Graphs
Querying graphs with uncertain predicates
Proceedings of the Eighth Workshop on Mining and Learning with Graphs
Computationally efficient scoring of activity using demographics and connectivity of entities
Information Technology and Management
Multi-label Wikipedia classification with textual and link features
INEX'09 Proceedings of the Focused retrieval and evaluation, and 8th international conference on Initiative for the evaluation of XML retrieval
Identifying graphs from noisy and incomplete data
ACM SIGKDD Explorations Newsletter
Fast and scalable algorithms for semi-supervised link prediction on static and dynamic graphs
ECML PKDD'10 Proceedings of the 2010 European conference on Machine learning and knowledge discovery in databases: Part III
Disclosing false identity through hybrid link analysis
Artificial Intelligence and Law
On-the-fly entity-aware query processing in the presence of linkage
Proceedings of the VLDB Endowment
Temporal Link Prediction Using Matrix and Tensor Factorizations
ACM Transactions on Knowledge Discovery from Data (TKDD)
Efficient entity resolution for large heterogeneous information spaces
Proceedings of the fourth ACM international conference on Web search and data mining
Modeling DNS activities based on probabilistic latent semantic analysis
ADMA'10 Proceedings of the 6th international conference on Advanced data mining and applications - Volume Part II
Finding hierarchy in directed online social networks
Proceedings of the 20th international conference on World wide web
A log-linear approach to mining significant graph-relational patterns
Data & Knowledge Engineering
Social correlates of turn-taking style
Computer Speech and Language
PLINI: a probabilistic logic program framework for inconsistent news information
Logic programming, knowledge representation, and nonmonotonic reasoning
Which noun phrases denote which concepts?
HLT '11 Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies - Volume 1
Mining competitor relationships from online news: A network-based approach
Electronic Commerce Research and Applications
Time aware index for link prediction in social networks
DaWaK'11 Proceedings of the 13th international conference on Data warehousing and knowledge discovery
A methodology for mining document-enriched heterogeneous information networks
DS'11 Proceedings of the 14th international conference on Discovery science
Improving user interest inference from social neighbors
Proceedings of the 20th ACM international conference on Information and knowledge management
Temporal link prediction by integrating content and structure information
Proceedings of the 20th ACM international conference on Information and knowledge management
Internet Auction Fraud Detection Using Social Network Analysis and Classification Tree Approaches
International Journal of Electronic Commerce
LotusNet: Tunable privacy for distributed online social network services
Computer Communications
Link discovery in graphs derived from biological databases
DILS'06 Proceedings of the Third international conference on Data Integration in the Life Sciences
A new algorithm for enumerating all maximal cliques in complex network
ADMA'06 Proceedings of the Second international conference on Advanced Data Mining and Applications
When will it happen?: relationship prediction in heterogeneous information networks
Proceedings of the fifth ACM international conference on Web search and data mining
Centrality prediction in dynamic human contact networks
Computer Networks: The International Journal of Computer and Telecommunications Networking
Friendship prediction and homophily in social media
ACM Transactions on the Web (TWEB)
Flexible and efficient distributed resolution of large entities
FoIKS'12 Proceedings of the 7th international conference on Foundations of Information and Knowledge Systems
Group detection and relation analysis research for web social network
APWeb'12 Proceedings of the 14th international conference on Web Technologies and Applications
Latent Community Topic Analysis: Integration of Community Discovery with Topic Modeling
ACM Transactions on Intelligent Systems and Technology (TIST)
Combining information extraction, deductive reasoning and machine learning for relation prediction
ESWC'12 Proceedings of the 9th international conference on The Semantic Web: research and applications
From information networks to bisociative information networks
Bisociative Knowledge Discovery
Biomine: a network-structured resource of biological entities for link prediction
Bisociative Knowledge Discovery
Look who I found: understanding the effects of sharing curated friend groups
Proceedings of the 3rd Annual ACM Web Science Conference
Leveraging relationships in social networks for sentiment analysis
Proceedings of the 18th Brazilian symposium on Multimedia and the web
Evolutionary analysis of functional modules in dynamic PPI networks
Proceedings of the ACM Conference on Bioinformatics, Computational Biology and Biomedicine
TALMUD: transfer learning for multiple domains
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A regularization framework in polar coordinates for transductive learning in networked data
Information Sciences: an International Journal
Scalable relation prediction exploiting both intrarelational correlation and contextual information
ECML PKDD'12 Proceedings of the 2012 European conference on Machine Learning and Knowledge Discovery in Databases - Volume Part I
Business Intelligence and Analytics: Research Directions
ACM Transactions on Management Information Systems (TMIS)
ADBIS'12 Proceedings of the 16th East European conference on Advances in Databases and Information Systems
ICCCI'12 Proceedings of the 4th international conference on Computational Collective Intelligence: technologies and applications - Volume Part II
Transforming graph data for statistical relational learning
Journal of Artificial Intelligence Research
A Probabilistic Approach to Structural Change Prediction in Evolving Social Networks
ASONAM '12 Proceedings of the 2012 International Conference on Advances in Social Networks Analysis and Mining (ASONAM 2012)
Predicting Social Network Measures Using Machine Learning Approach
ASONAM '12 Proceedings of the 2012 International Conference on Advances in Social Networks Analysis and Mining (ASONAM 2012)
Link Prediction in a Modified Heterogeneous Bibliographic Network
ASONAM '12 Proceedings of the 2012 International Conference on Advances in Social Networks Analysis and Mining (ASONAM 2012)
Social-Based Conceptual Links: Conceptual Analysis Applied to Social Networks
ASONAM '12 Proceedings of the 2012 International Conference on Advances in Social Networks Analysis and Mining (ASONAM 2012)
Webzeitgeist: design mining the web
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Learning in probabilistic graphs exploiting language-constrained patterns
NFMCP'12 Proceedings of the First international conference on New Frontiers in Mining Complex Patterns
A supervised machine learning classification algorithm for research articles
Proceedings of the 28th Annual ACM Symposium on Applied Computing
Combining content and quality indicators in ranking ambiguous query results on Flickr
ADC '12 Proceedings of the Twenty-Third Australasian Database Conference - Volume 124
Autonomously reviewing and validating the knowledge base of a never-ending learning system
Proceedings of the 22nd international conference on World Wide Web companion
Proceedings of the 2013 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining
Drug-target interaction prediction for drug repurposing with probabilistic similarity logic
Proceedings of the 12th International Workshop on Data Mining in Bioinformatics
Inferring anchor links across multiple heterogeneous social networks
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Proximity measures for link prediction based on temporal events
Expert Systems with Applications: An International Journal
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International Journal of Information System Modeling and Design
Colored top-K range-aggregate queries
Information Processing Letters
Social trust prediction using heterogeneous networks
ACM Transactions on Knowledge Discovery from Data (TKDD)
Visual analysis of large-scale network anomalies
IBM Journal of Research and Development
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Many datasets of interest today are best described as a linked collection of interrelated objects. These may represent homogeneous networks, in which there is a single-object type and link type, or richer, heterogeneous networks, in which there may be multiple object and link types (and possibly other semantic information). Examples of homogeneous networks include single mode social networks, such as people connected by friendship links, or the WWW, a collection of linked web pages. Examples of heterogeneous networks include those in medical domains describing patients, diseases, treatments and contacts, or in bibliographic domains describing publications, authors, and venues. Link mining refers to data mining techniques that explicitly consider these links when building predictive or descriptive models of the linked data. Commonly addressed link mining tasks include object ranking, group detection, collective classification, link prediction and subgraph discovery. While network analysis has been studied in depth in particular areas such as social network analysis, hypertext mining, and web analysis, only recently has there been a cross-fertilization of ideas among these different communities. This is an exciting, rapidly expanding area. In this article, we review some of the common emerging themes.