Computer Communication Networks and Telecommunications

Statistical Network Analysis: Models, Issues, and New Directions

ICML 2006 Workshop on Statistical Network Analysis, Pittsburgh, PA, USA, June 29, 2006, Revised Selected Papers

Editors: Airoldi, E.M., Blei, D.M., Fienberg, S.E., Goldenberg, A., Xing, E.P., Zheng, A.X. (Eds.)

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About this book

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 databases and the class of exponential random graph models and related methods in the early 1990s. Physicists and computer scientists came to this domain cons- erably later, but they enriched the array of models and approaches and began to tackle much larger networks and more complex forms of data. Our goal in organ- ing the workshop was to encourage a dialog among people coming from di?erent disciplinary perspectives and with di?erent methods, models, and tools. Both the workshop and the editing of the proceedings was a truly colla- rative e?ort on behalf of all six editors, but three in particular deserve special recognition. Anna Goldenberg and Alice Zheng were the driving force behind the entire enterprise and Edo Airoldi assisted on a number of the more important arrangements.

Table of contents (17 chapters)

  • Structural Inference of Hierarchies in Networks

    Clauset, Aaron (et al.)

    Pages 1-13

  • Heider vs Simmel: Emergent Features in Dynamic Structures

    Krackhardt, David (et al.)

    Pages 14-27

  • Joint Group and Topic Discovery from Relations and Text

    McCallum, Andrew (et al.)

    Pages 28-44

  • Statistical Models for Networks: A Brief Review of Some Recent Research

    Wasserman, Stanley (et al.)

    Pages 45-56

  • Combining Stochastic Block Models and Mixed Membership for Statistical Network Analysis

    Airoldi, Edoardo M. (et al.)

    Pages 57-74

Buy this book

eBook $69.99
price for USA (gross)
  • ISBN 978-3-540-73133-7
  • Digitally watermarked, DRM-free
  • Included format: PDF
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Softcover $99.00
price for USA
  • ISBN 978-3-540-73132-0
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
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Bibliographic Information

Bibliographic Information
Book Title
Statistical Network Analysis: Models, Issues, and New Directions
Book Subtitle
ICML 2006 Workshop on Statistical Network Analysis, Pittsburgh, PA, USA, June 29, 2006, Revised Selected Papers
Editors
  • Edoardo M. Airoldi
  • David M. Blei
  • Stephen E. Fienberg
  • Anna Goldenberg
  • Eric P. Xing
  • Alice X. Zheng
Series Title
Computer Communication Networks and Telecommunications
Series Volume
4503
Copyright
2007
Publisher
Springer-Verlag Berlin Heidelberg
Copyright Holder
Springer-Verlag Berlin Heidelberg
eBook ISBN
978-3-540-73133-7
DOI
10.1007/978-3-540-73133-7
Softcover ISBN
978-3-540-73132-0
Edition Number
1
Number of Pages
VIII, 200
Topics