Dynamics On and Of Complex Networks III | Machine Learning and Statistical Physics Approaches | ISBN 9783030146832

Dynamics On and Of Complex Networks III

Machine Learning and Statistical Physics Approaches

herausgegeben von Fakhteh Ghanbarnejad, Rishiraj Saha Roy, Fariba Karimi, Jean-Charles Delvenne und Bivas Mitra
Mitwirkende
Herausgegeben vonFakhteh Ghanbarnejad
Herausgegeben vonRishiraj Saha Roy
Herausgegeben vonFariba Karimi
Herausgegeben vonJean-Charles Delvenne
Herausgegeben vonBivas Mitra
Buchcover Dynamics On and Of Complex Networks III  | EAN 9783030146832 | ISBN 3-030-14683-9 | ISBN 978-3-030-14683-2

Dynamics On and Of Complex Networks III

Machine Learning and Statistical Physics Approaches

herausgegeben von Fakhteh Ghanbarnejad, Rishiraj Saha Roy, Fariba Karimi, Jean-Charles Delvenne und Bivas Mitra
Mitwirkende
Herausgegeben vonFakhteh Ghanbarnejad
Herausgegeben vonRishiraj Saha Roy
Herausgegeben vonFariba Karimi
Herausgegeben vonJean-Charles Delvenne
Herausgegeben vonBivas Mitra

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.