Advances in Network Clustering and Blockmodeling

ISBN-13: 9781119224709 / Angielski / Twarda / 2020 / 432 str.

Patrick Doreian; Vladimir Batagelj; Anuska Ferligoj

Spis treści

List of Contributors xv1 Introduction 1Patrick Doreian, Vladimir Batagelj, and Anuska Ferligoj2 Bibliometric Analyses of the Network Clustering Literature 11Vladimir Batagelj, Anuska Ferligoj, and Patrick Doreian3 Clustering Approaches to Networks 65Vladimir Batagelj4 Different Approaches to Community Detection 105Martin Rosvall, Jean-Charles Delvenne, Michael T. Schaub, and Renaud Lambiotte5 Label Propagation for Clustering 121Lovro Subelj6 Blockmodeling of Valued Networks 151Carl Nordlund and Ales ?iberna7 Treating Missing Network Data Before Partitioning 189Anja ?nidarsi , Patrick Doreian, and Anuska Ferligoj8 Partitioning Signed Networks 225Vincent Traag, Patrick Doreian, and Andrej Mrvar9 Partitioning Multimode Networks 251Martin G Everett and Stephen P Borgatti10 Blockmodeling Linked Networks 267Ales ?iberna11 Bayesian Stochastic Blockmodeling 289Tiago P. Peixoto12 Structured Networks and Coarse-Grained Descriptions: A Dynamical Perspective 333Michael T. Schaub, Jean-Charles Delvenne, Renaud Lambiotte, and Mauricio Barahona13 Scientific Co-Authorship Networks 363Marjan Cugmas, Anuska Ferligoj, and Luka Kronegger14 Conclusions and Directions for Future Work 389Patrick Doreian, Anuska Ferligoj, and Vladimir BatageljTopic Index 399Person Index 407

O autorze

Patrick Doreian, MA, is Professor Emeritus of Sociology and Statistics at the University of Pittsburgh and has a research position at the Faculty of Social Sciences at the University of Ljubljana. He has published over 150 articles in academic journals as well as nine books and numerous book chapters. His co-authored book Generalized Blockmodeling written with Vladimir Batagelj and Anuaka Ferligoj received the Harrison White Outstanding Book Award in 2007. He is an honorary Senator of the University of Ljubljana, Slovenia.Vladimir Batagelj, PhD, is Professor Emeritus of Discrete and Computational Mathematics from the University of Ljubljana, Slovenia. He is Senior Researcher at the Department of Theoretical Computer Science of IMFM, Ljubljana, the Institute Andrej Maruaic at University of Primorska, Koper, and NRU HSE International Laboratory for Applied Network Research, Moscow. He is a co-author of program Pajek for large network analysis and visualization. He is an elected member of the International Statistical Institute. With Patrick Doreian, Anuaka Ferligoj and Nataaa Kej??ar he co-authored the book Understanding Large Temporal Networks and Spatial Networks, Wiley, 2014.Anuaka Ferligoj, PhD, is Professor of Statistics at the Faculty of Social Sciences at the University of Ljubljana and academic supervisor at the NRU HSE International Laboratory for Applied Network Research, Moscow. She is a member of the European Academy of Sociology. In 2010 she received the Doctor et Professor Honoris Causa at the Eötvös Loránd University, Budapest, Hungary.