Dynamics On and Of Complex Networks III

Fakhteh Ghanbarnejad

ISBN 10: 3030146855 ISBN 13: 9783030146856

Verlag: Springer, Springer Aug 2020, 2020

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Beschreibung

This item is printed on demand - Print on Demand Titel. Neuware -Part1. Network Structure.- Chapter1. An Empirical Study of the Effect of Noise Models on Centrality Metrics.- Chapter2. Emergence and Evolution of Hierarchical Structure in Complex Systems.- Chapter3. Evaluation of Cascading Infrastructure Failures and Optimal Recovery from a Network Science Perspective.- Part2. Network Dynamics.- Chapter4. Automatic Discovery of Families of Network Generative Processes.- Chapter5. Modeling User Dynamics in Collaboration Websites.- Chapter6. The Problem of Interaction Prediction in Link Streams.- Chapter7. The Network Source Location Problem in the Context of Foodborne Disease Outbreaks.- Part3. Theoretical Models and applications.- Chapter8. Network Representation Learning using Local Sharing and Distributed Graph Factorization (LSDGF).- Chapter9. The Anatomy of Reddit: An Overview of Academic Research.- Chapter10. Learning Information Dynamics in Social Media: A Temporal Point Process Perspective.Springer-Verlag KG, Sachsenplatz 4-6, 1201 Wien 256 pp. Englisch. Bestandsnummer des Verk�ufers 9783030146856

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Inhaltsangabe:

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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Bibliografische Details

Titel: Dynamics On and Of Complex Networks III
Verlag: Springer, Springer Aug 2020
Erscheinungsdatum: 2020
Einband: Taschenbuch
Zustand: Neu