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Dynamics On and Of Complex Networks III

- Machine Learning and Statistical Physics Approaches

Über Dynamics On and Of Complex Networks III

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.

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  • Sprache:
  • Englisch
  • ISBN:
  • 9783030146825
  • Einband:
  • Gebundene Ausgabe
  • Seitenzahl:
  • 244
  • Veröffentlicht:
  • 14. Mai 2019
  • Ausgabe:
  • 12019
  • Abmessungen:
  • 155x235x0 mm.
  • Gewicht:
  • 553 g.
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Beschreibung von Dynamics On and Of Complex Networks III

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.

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