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Springer Proceedings in Complexity

Dynamics On and Of Complex Networks III

Machine Learning and Statistical Physics Approaches

Editors: Ghanbarnejad, F., Saha Roy, R., Karimi, F., Delvenne, J.-C., Mitra, B. (Eds.)

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  • Presents views and results from leading experts in network science
  • Contains many illustrations, tables, as well as pseudocode samples
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eBook $139.00
price for USA in USD (gross)
  • ISBN 978-3-030-14683-2
  • Digitally watermarked, DRM-free
  • Included format: PDF, EPUB
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Hardcover $179.99
price for USA in USD
  • ISBN 978-3-030-14682-5
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
About this book

This book bridges the gap between advances in the communities of computer science and physics--namely machine learning and statistical physics. It contains diverse but relevant topics in statistical physics, complex systems, network theory, and machine learning. Examples of such topics are: predicting missing links, higher-order generative modeling of networks, inferring network structure by tracking the evolution and dynamics of digital traces, recommender systems, and diffusion processes.
The book contains extended versions of high-quality submissions received at the workshop, Dynamics On and Of Complex Networks (doocn.org), together with new invited contributions. The chapters will benefit a diverse community of researchers. The book is suitable for graduate students, postdoctoral researchers and professors of various disciplines including sociology, physics, mathematics, and computer science.

Table of contents (10 chapters)

Table of contents (10 chapters)
  • An Empirical Study of the Effect of Noise Models on Centrality Metrics

    Pages 3-21

    Sarkar, Soumya (et al.)

  • Emergence and Evolution of Hierarchical Structure in Complex Systems

    Pages 23-62

    Siyari, Payam (et al.)

  • Evaluation of Cascading Infrastructure Failures and Optimal Recovery from a Network Science Perspective

    Pages 63-79

    Warner, Mary (et al.)

  • Automatic Discovery of Families of Network Generative Processes

    Pages 83-111

    Menezes, Telmo (et al.)

  • Modeling User Dynamics in Collaboration Websites

    Pages 113-133

    Kasper, Patrick (et al.)

Buy this book

eBook $139.00
price for USA in USD (gross)
  • ISBN 978-3-030-14683-2
  • Digitally watermarked, DRM-free
  • Included format: PDF, EPUB
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Hardcover $179.99
price for USA in USD
  • ISBN 978-3-030-14682-5
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
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Bibliographic Information

Bibliographic Information
Book Title
Dynamics On and Of Complex Networks III
Book Subtitle
Machine Learning and Statistical Physics Approaches
Editors
  • Fakhteh Ghanbarnejad
  • Rishiraj Saha Roy
  • Fariba Karimi
  • Jean-Charles Delvenne
  • Bivas Mitra
Series Title
Springer Proceedings in Complexity
Copyright
2019
Publisher
Springer International Publishing
Copyright Holder
Springer Nature Switzerland AG
eBook ISBN
978-3-030-14683-2
DOI
10.1007/978-3-030-14683-2
Hardcover ISBN
978-3-030-14682-5
Series ISSN
2213-8684
Edition Number
1
Number of Pages
X, 244
Number of Illustrations
8 b/w illustrations, 68 illustrations in colour
Topics