Referral Web: combining social networks and collaborative filtering
Communications of the ACM
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
Probabilistic latent semantic indexing
Proceedings of the 22nd annual international ACM SIGIR conference on Research and development in information retrieval
Finding related pages in the World Wide Web
WWW '99 Proceedings of the eighth international conference on World Wide Web
Authoritative sources in a hyperlinked environment
Journal of the ACM (JACM)
SIGIR '00 Proceedings of the 23rd annual international ACM SIGIR conference on Research and development in information retrieval
Enhanced topic distillation using text, markup tags, and hyperlinks
Proceedings of the 24th annual international ACM SIGIR conference on Research and development in information retrieval
Mining the network value of customers
Proceedings of the seventh ACM SIGKDD international conference on Knowledge discovery and data mining
Relational Data Mining
Propositionalization approaches to relational data mining
Relational Data Mining
A Study of Approaches to Hypertext Categorization
Journal of Intelligent Information Systems
IEEE Intelligent Systems
ECML '93 Proceedings of the European 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
Combining Statistical and Relational Methods for Learning in Hypertext Domains
ILP '98 Proceedings of the 8th International Workshop on Inductive Logic Programming
ANF: a fast and scalable tool for data mining in massive graphs
Proceedings of the eighth ACM SIGKDD international conference on Knowledge discovery and data mining
Interactive deduplication using active learning
Proceedings of the eighth ACM SIGKDD international conference on Knowledge discovery and data mining
Stochastic link and group detection
Eighteenth national conference on Artificial intelligence
Learning probabilistic models of link structure
The Journal of Machine Learning Research
Prospects and challenges for multi-relational data mining
ACM SIGKDD Explorations Newsletter
Loopy belief propagation for approximate inference: an empirical study
UAI'99 Proceedings of the Fifteenth conference on Uncertainty in artificial intelligence
Discriminative probabilistic models for relational data
UAI'02 Proceedings of the Eighteenth conference on Uncertainty in artificial intelligence
Hyperpaths: extending pathfinding to moded languages
MRDM '05 Proceedings of the 4th international workshop on Multi-relational mining
The case for anomalous link detection
MRDM '05 Proceedings of the 4th international workshop on Multi-relational mining
Iteratively clustering web images based on link and attribute reinforcements
Proceedings of the 13th annual ACM international conference on Multimedia
Multi-graph enabled active learning for multimodal web image retrieval
Proceedings of the 7th ACM SIGMM international workshop on Multimedia information retrieval
ACM SIGKDD Explorations Newsletter
ACM SIGKDD Explorations Newsletter
The case for anomalous link discovery
ACM SIGKDD Explorations Newsletter
Comparison of graph-based and logic-based multi-relational data mining
ACM SIGKDD Explorations Newsletter
Link mining applications: progress and challenges
ACM SIGKDD Explorations Newsletter
Graph-based text classification: learn from your neighbors
SIGIR '06 Proceedings of the 29th annual international ACM SIGIR conference on Research and development in information retrieval
Mining learning groups' activities in forum-type tools
CSCL '05 Proceedings of th 2005 conference on Computer support for collaborative learning: learning 2005: the next 10 years!
Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining
Learning Contextual Dependency Network Models for Link-Based Classification
IEEE Transactions on Knowledge and Data Engineering
Two-phase Web site classification based on Hidden Markov Tree models
Web Intelligence and Agent Systems
Prioritizing of offenders in networks
SMO'06 Proceedings of the 6th WSEAS International Conference on Simulation, Modelling and Optimization
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
H-BayesClust: A New Hierarchical Clustering Based on Bayesian Networks
ADMA '07 Proceedings of the 3rd international conference on Advanced Data Mining and Applications
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
Graffiti: node labeling in heterogeneous networks
Proceedings of the 18th international conference on World wide web
The Time-Series Link Prediction Problem with Applications in Communication Surveillance
INFORMS Journal on Computing
An evolutionary approach to constructive induction for link discovery
Proceedings of the 11th Annual conference on Genetic and evolutionary computation
An evolutionary approach to constructive induction for link discovery
Proceedings of the 11th Annual Conference Companion on Genetic and Evolutionary Computation Conference: Late Breaking Papers
Practical algorithms for subgroup detection in covert networks
International Journal of Business Intelligence and Data Mining
Visualization of the Chinese academic web based on social network analysis
Journal of Information Science
Attaining higher quality for density based algorithms
RR'07 Proceedings of the 1st international conference on Web reasoning and rule systems
Identifying points of interest by self-tuning clustering
Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval
Time aware index for link prediction in social networks
DaWaK'11 Proceedings of the 13th international conference on Data warehousing and knowledge discovery
A framework for relational link discovery
AI'05 Proceedings of the 18th Australian Joint conference on Advances in Artificial Intelligence
ECML'05 Proceedings of the 16th European conference on Machine Learning
From links to meaning: a burglary data case study
KES'05 Proceedings of the 9th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part IV
PROBABILISTIC HEURISTICS FOR HIERARCHICAL WEB DATA CLUSTERING
Computational Intelligence
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A key challenge for data mining is tackling the problem of mining richly structured datasets, where the objects are linked in some way. Links among the objects may demonstrate certain patterns, which can be helpful for many data mining tasks and are usually hard to capture with traditional statistical models. Recently there has been a surge of interest in this area, fueled largely by interest in web and hypertext mining, but also by interest in mining social networks, security and law enforcement data, bibliographic citations and epidemiological records.