Statistical Network Analysis: Models, Issues, and New Directions ICML 2006 Workshop on Statistical Network Analysis, Pittsburgh, PA, USA, June 29, 2006, Revised Selected Papers /

This volume was prepared to share with a larger audience the exciting ideas and work presented at an ICML 2006 workshop of the same title. Network models have a long history. Sociologists and statisticians made major advances in the 1970s and 1980s, culminating in part with a number of substantial d...

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Detalles Bibliográficos
Clasificación:Libro Electrónico
Autor Corporativo: SpringerLink (Online service)
Otros Autores: Airoldi, Edoardo M. (Editor ), Blei, David M. (Editor ), Fienberg, Stephen E. (Editor ), Goldenberg, Anna (Editor ), Xing, Eric P. (Editor ), Zheng, Alice X. (Editor )
Formato: Electrónico eBook
Idioma:Inglés
Publicado: Berlin, Heidelberg : Springer Berlin Heidelberg : Imprint: Springer, 2007.
Edición:1st ed. 2007.
Colección:Computer Communication Networks and Telecommunications, 4503
Temas:
Computer networks .
Computer science-Mathematics.
Mathematical statistics.
Application software.
Information storage and retrieval systems.
Algorithms.
Computer Communication Networks.
Probability and Statistics in Computer Science.
Computer and Information Systems Applications.
Information Storage and Retrieval.
Acceso en línea:Texto Completo
Tabla de Contenidos:
  • Invited Presentations
  • Structural Inference of Hierarchies in Networks
  • Heider vs Simmel: Emergent Features in Dynamic Structures
  • Joint Group and Topic Discovery from Relations and Text
  • Statistical Models for Networks: A Brief Review of Some Recent Research
  • Other Presentations
  • Combining Stochastic Block Models and Mixed Membership for Statistical Network Analysis
  • Exploratory Study of a New Model for Evolving Networks
  • A Latent Space Model for Rank Data
  • A Simple Model for Complex Networks with Arbitrary Degree Distribution and Clustering
  • Discrete Temporal Models of Social Networks
  • Approximate Kalman Filters for Embedding Author-Word Co-occurrence Data over Time
  • Discovering Functional Communities in Dynamical Networks
  • Empirical Analysis of a Dynamic Social Network Built from PGP Keyrings
  • Extended Abstracts
  • A Brief Survey of Machine Learning Methods for Classification in Networked Data and an Application to Suspicion Scoring
  • Age and Geographic Inferences of the LiveJournal Social Network
  • Inferring Organizational Titles in Online Communication
  • Learning Approximate MRFs from Large Transactional Data
  • Panel Discussion
  • Panel Discussion.

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