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Lecture Notes in Computer Science 8882
Commenced Publication in 1973Founding and Former Series Editors:Gerhard Goos, Juris Hartmanis, and Jan van Leeuwen
Editorial Board
David HutchisonLancaster University, Lancaster, UK
Takeo KanadeCarnegie Mellon University, Pittsburgh, PA, USA
Josef KittlerUniversity of Surrey, Guildford, UK
Jon M. KleinbergCornell University, Ithaca, NY, USA
Friedemann MatternETH Zurich, Zurich, Switzerland
John C. MitchellStanford University, Stanford, CA, USA
Moni NaorWeizmann Institute of Science, Rehovot, Israel
C. Pandu RanganIndian Institute of Technology, Madras, India
Bernhard SteffenTU Dortmund University, Dortmund, Germany
Demetri TerzopoulosUniversity of California, Los Angeles, CA, USA
Doug TygarUniversity of California, Berkeley, CA, USA
Gerhard WeikumMax Planck Institute for Informatics, Saarbruecken, Germany
More information about this series at http://www.springer.com/series/7407
Anthony Bonato · Fan Chung GrahamPaweł Prałat (Eds.)
Algorithms and Modelsfor the Web Graph11th International Workshop, WAW 2014Beijing, China, December 17–18, 2014Proceedings
ABC
EditorsAnthony BonatoRyerson UniversityToronto, OntarioCanada
Fan Chung GrahamUniversity of California San DiegoLa Jolla, CaliforniaUSA
Paweł PrałatRyerson UniversityToronto, OntarioCanada
ISSN 0302-9743 ISSN 1611-3349 (electronic)ISBN 978-3-319-13122-1 ISBN 978-3-319-13123-8 (eBook)DOI 10.1007/978-3-319-13123-8
Library of Congress Control Number: 2014954619
LNCS Sublibrary: SL1 – Theoretical Computer Science and General Issues
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Preface
The 11th Workshop on Algorithms and Models for the Web Graph (WAW 2014) tookplace at the Academy of Mathematics and Systems Science in Beijing, China, duringDecember 17–18, 2014. This is an annual meeting, which is traditionally colocated withanother, related, conference. WAW 2014 was colocated with the 10th Conference onWeb and Internet Economics (WINE 2014). Colocation of the workshop and conferenceprovided opportunities for researchers in two different but interrelated areas to interactand to exchange research ideas. It was an effective venue for the dissemination of newresults and for fostering research collaboration.
The World Wide Web has become a part of our everyday life, and information re-trieval and data mining on the Web are now of enormous practical interest. The al-gorithms supporting these activities combine the view of the Web as a text repositoryand as a graph, induced in various ways by links among pages, hosts, and users. Theaim of the workshop was to further the understanding of graphs that arise from theWeb and various user activities on the Web, and stimulate the development of high-performance algorithms and applications that exploit these graphs. The workshop gath-ered the researchers who are working on graph-theoretic and algorithmic aspects ofrelated complex networks, including social networks, citation networks, biological net-works, molecular networks, and other networks arising from the Internet.
This volume contains the papers presented during the workshop. Each submissionwas reviewed by the Programme Committee members. Papers were submitted and re-viewed using the EasyChair online system. The committee members decided to accept12 papers.
December 2014 Anthony BonatoFan Chung Graham
Paweł Prałat
Organization
General Chairs
Andrei Z. Broder Google Research, USAFan Chung Graham University of California, San Diego, USA
Organizing Committee
Anthony Bonato Ryerson University, CanadaFan Chung Graham University of California, San Diego, USAPaweł Prałat Ryerson University, Canada
Program Committee
Konstantin Avratchenkov Inria, FranceAyse Bener Ryerson University, CanadaPaolo Boldi University of Milano, ItalyAnthony Bonato Ryerson University, CanadaMilan Bradonjic Bell Laboratories, USAFan Chung Graham University of California, San Diego, USACollin Cooper King’s College London, UKArtur Czumaj University of Warwick, UKAndrzej Dudek Western Michigan University, USAAlan Frieze Carnegie Mellon University, USADavid Gleich Purdue University, USAAdam Henry University of Arizona, USAJeannette Janssen Dalhousie University, CanadaEvangelos Kranakis Carleton University, CanadaRavi Kumar Google, USAStefano Leonardi Sapienza University of Rome, ItalyMarek Lipczak Dalhousie University, CanadaNelly Litvak University of Twente, The NetherlandsLinyuan Lu University of South Carolina, USAMichael Mahoney UC Berkeley, USAOliver Mason NUI Maynooth, IrelandDieter Mitsche Universite de Nice Sophia-Antipolis, FrancePeter Morters University of Bath, UKTobias Mueller Utrecht University, The Netherlands
VIII Organization
Mariana Olvera-Cravioto Columbia University, USAJP Onnela Harvard University, USALiudmila Ostroumova Yandex, RussiaPan Peng TU Dortmund, GermanyPaweł Prałat Ryerson University, CanadaStephen Young University of Louisville, USA
Sponsoring Institutions
GoogleInternet MathematicsMicrosoft Research New EnglandRyerson University
Contents
Clustering and the Hyperbolic Geometry of Complex Networks . . . . . . . . . . 1Elisabetta Candellero and Nikolaos Fountoulakis
Burning a Graph as a Model of Social Contagion. . . . . . . . . . . . . . . . . . . . 13Anthony Bonato, Jeannette Janssen, and Elham Roshanbin
Personalized PageRank with Node-Dependent Restart . . . . . . . . . . . . . . . . . 23Konstantin Avrachenkov, Remco van der Hofstad, and Marina Sokol
Efficient Computation of the Weighted Clustering Coefficient . . . . . . . . . . . 34Silvio Lattanzi and Stefano Leonardi
Global Clustering Coefficient in Scale-Free Networks. . . . . . . . . . . . . . . . . 47Liudmila Ostroumova Prokhorenkova and Egor Samosvat
Efficient Primal-Dual Graph Algorithms for MapReduce. . . . . . . . . . . . . . . 59Bahman Bahmani, Ashish Goel, and Kamesh Munagala
Computing Diffusion State Distance Using Green’s Functionand Heat Kernel on Graphs . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 79
Edward Boehnlein, Peter Chin, Amit Sinha, and Linyuan Lu
Relational Topic Factorization for Link Prediction in Document Networks. . . . 96Wei Zhang, Jiankou Li, and Xi Yong
Firefighting as a Game . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 108Carme Àlvarez, Maria J. Blesa, and Hendrik Molter
PageRank in Scale-Free Random Graphs . . . . . . . . . . . . . . . . . . . . . . . . . . 120Ningyuan Chen, Nelly Litvak, and Mariana Olvera-Cravioto
Modelling of Trends in Twitter Using Retweet Graph Dynamics . . . . . . . . . 132Marijn ten Thij, Tanneke Ouboter, Daniël Worm, Nelly Litvak,Hans van den Berg, and Sandjai Bhulai
LiveRank: How to Refresh Old Crawls . . . . . . . . . . . . . . . . . . . . . . . . . . . 148The Dang Huynh, Fabien Mathieu, and Laurent Viennot
Author Index . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 161