Produktnummer:
1850284e77ecd84e6292155f4c1a643ee7
| Themengebiete: | community detection complexity computational social sciences data-driven science, modeling and theory building generating random networks inferring network structure information diffusion nodes in empirical networks nonlinear dynamics on networks |
|---|---|
| Veröffentlichungsdatum: | 14.08.2020 |
| EAN: | 9783030146856 |
| Sprache: | Englisch |
| Seitenzahl: | 244 |
| Produktart: | Kartoniert / Broschiert |
| Herausgeber: | Delvenne, Jean-Charles Ghanbarnejad, Fakhteh Karimi, Fariba Mitra, Bivas Saha Roy, Rishiraj |
| Verlag: | Springer International Publishing |
| Untertitel: | Machine Learning and Statistical Physics Approaches |
Produktinformationen "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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