A Survey of Statistical Network Models
Foundations and Trends® in Machine Learning
Network sampling and classification: An investigation of network model representations
Decision Support 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
Walking on a graph with a magnifying glass: stratified sampling via weighted random walks
ACM SIGMETRICS Performance Evaluation Review - Performance evaluation review
Benefits of bias: towards better characterization of network sampling
Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
Multi-agent adaptive boosting on semi-supervised water supply clusters
Advances in Engineering Software
Intrusion as (anti)social communication: characterization and detection
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
Coarse-grained topology estimation via graph sampling
Proceedings of the 2012 ACM workshop on Workshop on online social networks
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
Network analysis on provenance graphs from a crowdsourcing application
IPAW'12 Proceedings of the 4th international conference on Provenance and Annotation of Data and Processes
Validation of network classifiers
SSPR'12/SPR'12 Proceedings of the 2012 Joint IAPR international conference on Structural, Syntactic, and Statistical Pattern Recognition
MICAI'12 Proceedings of the 11th Mexican international conference on Advances in Computational Intelligence - Volume Part II
Potential networks, contagious communities, and understanding social network structure
Proceedings of the 22nd international conference on World Wide Web
Expert Systems with Applications: An International Journal
Unveiling group characteristics in online social games: a socio-economic analysis
Proceedings of the 23rd international conference on World wide web
Proceedings of the 23rd international conference on World wide web
Graph Partitioning by Correspondence Analysis and Taxicab Correspondence Analysis
Journal of Classification
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In the past decade, the study of networks has increased dramatically. Researchers from across the sciencesincluding biology and bioinformatics, computer science, economics, engineering, mathematics, physics, sociology, and statisticsare more and more involved with the collection and statistical analysis of network-indexed data. As a result, statistical methods and models are being developed in this area at a furious pace, with contributions coming from a wide spectrum of disciplines. This book provides an up-to-date treatment of the foundations common to the statistical analysis of network data across the disciplines. The material is organized according to a statistical taxonomy, although the presentation entails a conscious balance of concepts versus mathematics. In addition, the examplesincluding extended cases studiesare drawn widely from the literature. This book should be of substantial interest both to statisticians and to anyone else working in the area of network science. The coverage of topics in this book is broad, but unfolds in a systematic manner, moving from descriptive (or exploratory) methods, to sampling, to modeling and inference. Specific topics include network mapping, characterization of network structure, network sampling, and the modeling, inference, and prediction of networks, network processes, and network flows. This book is the first such resource to present material on all of these core topics in one place.