Networks of Echoes Imitation, Innovation and Invisible Leaders

Networks of Echoes: Imitation, Innovation and Invisible Leaders is a mathematically rigorous and data rich book on a fascinating area of the science and engineering of social webs.  There are hundreds of complex network phenomena whose statistical pr

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Bruce J. West Malgorzata Turalska Paolo Grigolini

Networks of Echoes Imitation, Innovation and Invisible Leaders

Computational Social Sciences A series of authored and edited monographs that utilize quantitative and computational methods to model, analyze, and interpret large-scale social phenomena. Titles within the series contain methods and practices that test and develop theories of complex social processes through bottom-up modeling of social interactions. Of particular interest is the study of the co-evolution of modern communication technology and social behavior and norms, in connection with emerging issues such as trust, risk, security, and privacy in novel socio-technical environments. Computational Social Sciences is explicitly transdisciplinary: quantitative methods from fields such as dynamical systems, artificial intelligence, network theory, agent-based modeling, and statistical mechanics are invoked and combined with state-of-the-art mining and analysis of large data sets to help us understand social agents, their interactions on and offline, and the effect of these interactions at the macro level. Topics include, but are not limited to social networks and media, dynamics of opinions, cultures and conflicts, socio-technical co-evolution, and social psychology. Computational Social Sciences will also publish monographs and selected edited contributions from specialized conferences and workshops specifically aimed at communicating new findings to a large transdisciplinary audience. A fundamental goal of the series is to provide a single forum within which commonalities and differences in the workings of this field may be discerned, hence leading to deeper insight and understanding. Series Editors Elisa Bertino Purdue University, West Lafayette, IN, USA

Larry Liebovitch Queens College, City University of New York, Flushing, NY, USA

Jacob Foster University of Chicago, IL, USA

Sorin Matei Purdue University, West Lafayette, IN, USA

Nigel Gilbert University of Surrey, Guildford, UK Jennifer Golbeck University of Maryland, College Park, MD, USA James Kitts University of Massachusetts, Amherst, MA, USA

For further volumes: http://www.springer.com/series/11784

Anton Nijholt University of Twente, Entschede, The Netherlands Robert Savit University of Michigan, Ann Arbor, MI, USA Alessandro Vinciarelli University of Glasgow, Scotland

Figure drawn by Sharon S. West

Bruce J. West • Malgorzata Turalska Paolo Grigolini

Networks of Echoes Imitation, Innovation and Invisible Leaders

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Bruce J. West Department of Physics Duke University Durham, NC, USA Information Sciences Directorate Army Research Office Research Triangle Park, NC, USA

Malgorzata Turalska Department of Physics Duke University Durham, NC, USA Paolo Grigolini Department of Physics University of North Texas Denton, TX, USA

ISBN 978-3-319-04878-9 ISBN 978-3-319-04879-6 (eBook) DOI 10.1007/978-3-319-04879-6 Springer Cham Heidelberg New York Dordrecht London Library of Congress Control Number: 2014931488 © Springer International Publish