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Lecture Notes in Computer Science 7224 Commenced Publication in 1973 Founding and Former Series Editors: Gerhard Goos, Juris Hartmanis, and Jan van Leeuwen Editorial Board David Hutchison Lancaster University, UK Takeo Kanade Carnegie Mellon University, Pittsburgh, PA, USA Josef Kittler University of Surrey, Guildford, UK Jon M. Kleinberg Cornell University, Ithaca, NY, USA Alfred Kobsa University of California, Irvine, CA, USA Friedemann Mattern ETH Zurich, Switzerland John C. Mitchell Stanford University, CA, USA Moni Naor Weizmann Institute of Science, Rehovot, Israel Oscar Nierstrasz University of Bern, Switzerland C. Pandu Rangan Indian Institute of Technology, Madras, India Bernhard Steffen TU Dortmund University, Germany Madhu Sudan Microsoft Research, Cambridge, MA, USA Demetri Terzopoulos University of California, Los Angeles, CA, USA Doug Tygar University of California, Berkeley, CA, USA Gerhard Weikum Max Planck Institute for Informatics, Saarbruecken, Germany

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Page 1: Lecture Notes in Computer Science 7224 - Springer978-3-642-28997-2/1.pdf · Lecture Notes in Computer Science 7224 Commenced Publication in 1973 Founding and Former Series Editors:

Lecture Notes in Computer Science 7224Commenced Publication in 1973Founding and Former Series Editors:Gerhard Goos, Juris Hartmanis, and Jan van Leeuwen

Editorial Board

David HutchisonLancaster University, UK

Takeo KanadeCarnegie Mellon University, Pittsburgh, PA, USA

Josef KittlerUniversity of Surrey, Guildford, UK

Jon M. KleinbergCornell University, Ithaca, NY, USA

Alfred KobsaUniversity of California, Irvine, CA, USA

Friedemann MatternETH Zurich, Switzerland

John C. MitchellStanford University, CA, USA

Moni NaorWeizmann Institute of Science, Rehovot, Israel

Oscar NierstraszUniversity of Bern, Switzerland

C. Pandu RanganIndian Institute of Technology, Madras, India

Bernhard SteffenTU Dortmund University, Germany

Madhu SudanMicrosoft Research, Cambridge, MA, USA

Demetri TerzopoulosUniversity of California, Los Angeles, CA, USA

Doug TygarUniversity of California, Berkeley, CA, USA

Gerhard WeikumMax Planck Institute for Informatics, Saarbruecken, Germany

Page 2: Lecture Notes in Computer Science 7224 - Springer978-3-642-28997-2/1.pdf · Lecture Notes in Computer Science 7224 Commenced Publication in 1973 Founding and Former Series Editors:

Ricardo Baeza-Yates Arjen P. de VriesHugo Zaragoza B. Barla CambazogluVanessa Murdock Ronny LempelFabrizio Silvestri (Eds.)

Advances inInformation Retrieval

34th European Conference on IR Research, ECIR 2012Barcelona, Spain, April 1-5, 2012Proceedings

13

Page 3: Lecture Notes in Computer Science 7224 - Springer978-3-642-28997-2/1.pdf · Lecture Notes in Computer Science 7224 Commenced Publication in 1973 Founding and Former Series Editors:

Volume Editors

Ricardo Baeza-YatesB. Barla CambazogluVanessa MurdockYahoo! Research, Barcelona, SpainE-mail: [email protected]; {barla,vmurdock}@yahoo-inc.com

Arjen P. de VriesCWI, Amsterdam, The NetherlandsE-mail: [email protected]

Hugo ZaragozaWebsays, Barcelona, SpainE-mail: [email protected]

Ronny LempelYahoo! Labs, Haifa, IsraelE-mail: [email protected]

Fabrizio SilvestriISTI-CNR, Pisa, ItalyE-mail: [email protected]

ISSN 0302-9743 e-ISSN 1611-3349ISBN 978-3-642-28996-5 e-ISBN 978-3-642-28997-2DOI 10.1007/978-3-642-28997-2Springer Heidelberg Dordrecht London New York

Library of Congress Control Number: 2012933583

CR Subject Classification (1998): H.3, H.2, I.2, H.4, H.2.8, I.7, H.5

LNCS Sublibrary: SL 3 – Information Systems and Application, incl. Internet/Weband HCI

© Springer-Verlag Berlin Heidelberg 2012This work is subject to copyright. All rights are reserved, whether the whole or part of the material isconcerned, specifically the rights of translation, reprinting, re-use of illustrations, recitation, broadcasting,reproduction on microfilms or in any other way, and storage in data banks. Duplication of this publicationor parts thereof is permitted only under the provisions of the German Copyright Law of September 9, 1965,in its current version, and permission for use must always be obtained from Springer. Violations are liableto prosecution under the German Copyright Law.The use of general descriptive names, registered names, trademarks, etc. in this publication does not imply,even in the absence of a specific statement, that such names are exempt from the relevant protective lawsand regulations and therefore free for general use.

Typesetting: Camera-ready by author, data conversion by Scientific Publishing Services, Chennai, India

Printed on acid-free paper

Springer is part of Springer Science+Business Media (www.springer.com)

Page 4: Lecture Notes in Computer Science 7224 - Springer978-3-642-28997-2/1.pdf · Lecture Notes in Computer Science 7224 Commenced Publication in 1973 Founding and Former Series Editors:

Preface

These proceedings contain the high-quality papers, posters, and demonstrationspresented at the 34th European Conference on Information Retrieval (ECIR2012), held during April 1–5, 2012, in Barcelona, Spain. The conference wasjointly organized by Yahoo! Research Barcelona, Universitat Pompeu Fabra andthe Barcelona Media Foundation. It was supported by the Information RetrievalSpecialist Group at the British Computer Society (BCS-IRSG) and in coopera-tion with the Special Interest Group in Information Retrieval of the Associationfor Computing Machinery (ACM SIGIR).

ECIR 2012 received a total of 261 submissions across four categories: 163 full-paper submissions, 78 poster submissions, 11 demonstration submissions and9 industry track submissions. Of these submissions, 66% were from Europe,17% from Asia, 14% from America and 3% from the rest of the world. Allsubmissions were reviewed, across all categories, by at least three members of alarge international Program Committee to whom we express all our gratitude. Ofthe 167 full papers submitted to the main research and industry tracks, 37 wereselected for oral presentation (a 22% acceptance rate). In addition, 28 postersand 7 demonstrations were accepted. The accepted contributions represent thestate of the art in information retrieval and cover a diverse range of topics,including many novel applications that were of interest to all the audience.

ECIR 2012 also included two invited talks. The first talk was given by PaoloBoldi (University of Milan), who presented graph algorithms for Web searchand social networks. The second talk was on the impact of usage data on Websearch and was given by Yoelle Maarek (Yahoo! Labs Haifa). In addition, theconference included five tutorials (expert finding and entity search in the Web,question answering, quantum IR, music IR, and search experience), three work-shops (task-based and aggregated search, IR over query sessions and searchingfor fun) and a student-mentoring program. We wish to thank Alvaro Barreiro,David Losada and Mounia Lalmas, respectively, for these tasks. We also wantto thank the Organizing Committee, represented by Roi Blanco, Aristides Gio-nis and Mari-Carmen Marcos, especially the latter who was in charge of thelocal arrangements. Finally, special thanks to our sponsors, Google (platinum),Microsoft Research (gold) and Yahoo! Labs (gold).

January 2012 Ricardo Baeza-YatesArjen de VriesHugo Zaragoza

B. Barla CambazogluVanessa Murdock

Ronny LempelFabrizio Silvestri

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Organization

The conference was jointly organized by Yahoo! Research Barcelona, Univer-sitat Pompeu Fabra and the Barcelona Media Foundation. It was supportedby the Information Retrieval Specialist Group at the British Computer Society(BCS-IRSG) and in cooperation with the Special Interest Group in InformationRetrieval of the Association for Computing Machinery (ACM SIGIR).

Conference Chair

Ricardo Baeza-Yates Yahoo! Research, Spain

Program Committee Co-chairs

Arjen de Vries Centrum Wiskunde & Informatica,The Netherlands

Hugo Zaragoza Websays, Spain

Poster Chair

B. Barla Cambazoglu Yahoo! Research, Spain

Demonstrations Chair

Vanessa Murdock Yahoo! Research, Spain

Industry Track Co-chairs

Ronny Lempel Yahoo! Labs, IsraelFabrizio Silvestri ISTI-CNR, Italy

Local Arrangements Chair

Mari-Carmen Marcos Universitat Pompeu Fabra, Spain

Workshop Chair

David Losada Universidade de Santiago de Compostela, Spain

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VIII Organization

Tutorial Chair

Alvaro Barreiro Universidade da Coruna, Spain

Student Mentoring Chair

Mounia Lalmas Yahoo! Research, Spain

Proceedings Chair

B. Barla Cambazoglu Yahoo! Research, Spain

Registration Chair

Aristides Gionis Yahoo! Research, Spain

Advertising Chair

Roi Blanco Yahoo! Research, Spain

Accounting

Marıa Laura Llapur Barcelona Media Foundation, Spain

Website

Eduardo Graells Universitat Pompeu Fabra, Spain

Conference System

Michele Trevisiol Universitat Pompeu Fabra, Spain

Official Email

Luca Chariandini Universitat Pompeu Fabra, Spain

Social Media

Ruth Garcıa Universitat Pompeu Fabra, Spain

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Organization IX

Social Events

David Nettleton Universitat Pompeu Fabra, SpainGeorgina Ramırez Universitat Pompeu Fabra, Spain

Program Committee

Giambattista Amati Fondazione Ugo Bordoni, ItalyMassih-Reza Amini LIP6, FranceLeif Azzopardi University of Glasgow, UKRicardo Baeza-Yates Yahoo! Research, SpainAlvaro Barreiro University of A Coruna, SpainNicholas Belkin Rutgers University, USABettina Berendt Katholieke Universiteit Leuven, BelgiumRoi Blanco Yahoo!, SpainWray Buntine NICTA, AustraliaClaudio Carpineto Fondazione Ugo Bordoni, ItalyCarlos Castillo Yahoo!, SpainPaul-Alexandru Chirita Adobe Systems Inc., RomaniaPaul Clough University of Sheffield, UKFabio Crestani University of Lugano, SwitzerlandW. Bruce Croft University of Massachussets, USAArjen P. de Vries CWI, The NetherlandsFernando Diaz Yahoo! Research, USAJuan M. Fernandez-Luna University of Granada, SpainNorbert Fuhr University of Duisburg-Essen, GermanyEric Gaussier University J. Fourier/Grenoble 1, FranceJulio Gonzalo UNED, SpainGregory Grefenstette Exalead, FranceCathal Gurrin Dublin City University, IrelandDonna Harman NIST, USADjoerd Hiemstra University of Twente, The NetherlandsDavid A. Hull Google, USAGabriella Kazai Microsoft Research, UKRonny Lempel Yahoo! Labs, IsraelDavid E. Losada University of Santiago de Compostela, SpainDunja Mladenic Jozef Stefan Institute, SloveniaJan O. Pedersen Microsoft, USAFabrizio Sebastiani Consiglio Nazionale delle Ricerche, ItalyFabrizio Silvestri ISTI-CNR, ItalyAlan Smeaton Dublin City University, IrelandEmine Yilmaz Koc University, TurkeyHugo Zaragoza Websays, Spain

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X Organization

Reviewers

Ahmet Aker University of Sheffield, UKElif Aktolga University of Massachusetts Amherst, USAOmar Alonso Microsoft, USAIsmail Sengor Altingovde L3S, GermanyRobin Aly University of Twente, The NetherlandsAvi Arampatzis Democritus University of Thrace, GreeceJaime Arguello University of North Carolina at Chapel Hill,

USAJaved A. Aslam Northeastern University, USACevdet Aykanat Bilkent University, TurkeyKrisztian Balog Norwegian University of Science and

Technology, NorwayBarry Smyth University College Dublin, IrelandRoberto Basili University of Rome, Tor Vergata, ItalySrikanta Bedathur IIIT-Delhi, IndiaMichel Beigbeder Ecole des Mines de Saint-Etienne, FranceAlejandro Bellogın Universidad Autonoma de Madrid, SpainKlaus Berberich Max Planck Institute for Informatics, GermanyToine Bogers RSLIS, DenmarkGloria Bordogna CNR, ItalyMohand Boughanem IRIT - UMR 5505, FranceMarc Bron University of Amsterdam, The NetherlandsPeter Bruza Queensland University of Technology, AustraliaDaragh Byrne Arizona State University, USAFidel Cacheda University of A Coruna, SpainFazli Can Bilkent University, TurkeyMark Carman Monash University, AustraliaMarc-Allen Cartright University of Massachusetts Amherst, USAJames Caverlee Texas A&M University, USAMax Chevalier IRIT - UMR 5505, FranceKevyn Collins-Thompson Microsoft Research, USABin Cui Peking University, ChinaAlfredo Cuzzocrea ICAR-CNR and University of Calabria, ItalyNa Dai Lehigh University, USAPablo de la Fuente Universidad de Valladolid, SpainMaarten de Rijke University of Amsterdam, The NetherlandsGianluca Demartini University of Fribourg, SwitzerlandGiorgio Maria Di Nunzio University of Padua, ItalyShuai Ding Polytechnic Institute of New York University,

USAPavlos Efraimidis Democritus University of Thrace, Greece

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Organization XI

David Craig Elsweiler University of Regensburg, GermanyYi Fang Purdue University, USAHenry Field University of Massachusetts Amherst, USAPaul Ferguson Dublin City University, IrelandNicola Ferro University of Padua, ItalyEdward Fox Virginia Tech, USAIngo Frommholz University of Bedfordshire, UKPatrick Gallinari University Pierre et Marie Curie, Paris 6,

FranceGiorgos Giannopoulos National Technical University of Athens,

GreeceAyse Goker City University London, UKDavid Adam Grossman IIT, USAAntonio Gulli Microsoft Bing, UKQi Guo Emory University, USAAllan Hanbury Vienna University of Technology, AustriaPreben Hansen SICS - Swedish Insitute of Computer Science,

SwedenMorgan Harvey University of Erlangen-Nuremberg, GermanyClaudia Hauff Delft University of Technology,

The NetherlandsJer Hayes IBM Dublin Research Lab, IrelandBen He Graduate University of Chinese Academy of

Sciences, ChinaJiyin He Centrum Wiskunde & Informatica,

The NetherlandsYulan He Open University, UKKatja Hofmann University of Amsterdam, The NetherlandsAndreas Hotho University of Wurzburg, GermanyYuexian Hou Tianjin University, ChinaYunhua Hu Microsoft Research Asia, ChinaGilles Hubert IRIT - University of Toulouse, FranceTheo Huibers University of Twente, The NetherlandsTereza Iofciu Xing AG, GermanyJagadeesh Jagarlamudi University of Maryland, USARichard Johansson University of Gothenburg, SwedenFrances Johnson Manchester Metropolitan University, UKHideo Joho University of Tsukuba, JapanKristiina Jokinen University of Helsinki, FinlandSimon Jonassen Norwegian University of Science and

Technology, NorwayGareth Jones Dublin City University, Ireland

Page 10: Lecture Notes in Computer Science 7224 - Springer978-3-642-28997-2/1.pdf · Lecture Notes in Computer Science 7224 Commenced Publication in 1973 Founding and Former Series Editors:

XII Organization

Joemon M. Jose University of Glasgow, UKJaap Kamps University of Amsterdam, The NetherlandsEvangelos Kanoulas University of Sheffield, UKRianne Kaptein Oxyme, The NetherlandsMaryam Karimzadehgan University of Illinois at Urbana-Champaign,

USAJussi Karlgren SICS, SwedenMostafa Keikha Universita della Svizzera Italiana, SwitzerlandLiadh Kelly Dublin City University, IrelandMarijn Koolen University of Amsterdam, The NetherlandsManolis Koubarakis National and Kapodistrian University of

Athens, GreeceUdo Kruschwitz University of Essex, UKTayfun Kucukyilmaz Bilkent University, TurkeyJerome Kunegis University of Koblenz–Landau, GermanyOren Kurland Technion University, IsraelDmitry Lagun Emory University, USAJames Lanagan Technicolor, FranceMonica Angela Landoni USI University of Lugano, SwitzerlandBirger Larsen Royal School of Library and Information

Science, DenmarkFotis Lazarinis University of Western Greece, GreeceHyowon Lee Dublin City University, IrelandKyumin Lee Texas A&M University, USAWang-Chien Lee Pennsylvania State University, USAJohannes Leveling Dublin City University, IrelandXuelong Li Chinese Academy of Sciences, ChinaChao Liu Microsoft Research, USAElena Lloret University of Alicante, SpainYuanhua Lv University of Illinois - Urbana Champaign, USAAndrew MacFarlane City University London, UKMarco Maggini University of Siena, ItalyThomas Mandl University of Hildesheim, GermanyMauricio Marin Yahoo! Research Latin America, ChileYosi Mass IBM Research, IsraelEdgar Meij University of Amsterdam, The NetherlandsWagner Meira Jr. Universidade Federal de Minas Gerais, BrazilMassimo Melucci University of Padua, ItalyMarcelo Mendoza Yahoo! Research, ChileDonald Metzler University of Southern California, USAAlessandro Micarelli “Roma Tre” University, ItalyMarie-Francine Moens Katholieke Universiteit Leuven, Belgium

Page 11: Lecture Notes in Computer Science 7224 - Springer978-3-642-28997-2/1.pdf · Lecture Notes in Computer Science 7224 Commenced Publication in 1973 Founding and Former Series Editors:

Organization XIII

Henning Muller University of Applied SciencesWestern Switzerland, Switzerland

Vanessa Murdock Yahoo! Research, SpainWolfgang Nejdl University of Hannover, GermanyJian-Yun Nie Universite de Montreal, CanadaNeil O’Hare Dublin City University, IrelandMichael O’Mahony University College Dublin, IrelandMichael Philip Oakes University of Sunderland, UKIadh Ounis University of Glasgow, UKMonica Paramita University of Sheffield, UKGabriella Pasi Universita degli Studi di Milano Bicocca, ItalyVirgil Pavlu Northeastern University, USAAri Pirkola University of Tampere, FinlandBenjamin Piwowarski CNRS, FranceVassilis Plachouras Presans, FranceBarbara Poblete University of Chile, ChileJohan Pouwelse Delft University of Technology,

The NetherlandsGeorgina Ramirez Universitat Pompeu Fabra, SpainAndreas Rauber Vienna University of Technology, AustriaThomas Roelleke Queen Mary, University of London, UKDmitri Roussinov University of Strathclyde, UKStefan Rueger The Open University, UKIan Ruthven University of Strathclyde, UKRodrygo Santos University of Glasgow, UKMarkus Schedl Johannes Kepler University, AustriaRalf Schenkel Saarland University and Max-Planck-Institut

fur Informatik, GermanyFalk Scholer RMIT University, AustraliaFlorence Sedes Universite Paul Sabatier, FranceGiovanni Semeraro University of Bari “Aldo Moro”, ItalyJangwon Seo Google Inc., USAPavel Serdyukov Yandex, RussiaJialie Shen Singapore Management University, SingaporeMilad Shokouhi Microsoft Research, UKMario J. Silva Instituto Superior Tecnico / INESC-ID,

PortugalMark D. Smucker University of Waterloo, CanadaVaclav Snasel VSB-Technical University of Ostrava,

Czech RepublicThomas Sodring HiOA, NorwayMin Song New Jersey Institute of Technology, USAYang Song Microsoft Research, USAAmanda Spink Loughborough University, UKL. Venkata Subramaniam IBM Research India, India

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XIV Organization

Krysta Marie Svore Microsoft Research, USAIdan Szpektor Yahoo! Research, IsraelOscar Tackstrom Swedish Institute of Computer Science, SwedenLynda Tamine-Lechani IRIT, FranceMartin Theobald Max Planck Institute for Informatics, GermanyBart Thomee Yahoo! Research, SpainAnastasios Tombros Queen Mary University of London, UKThanh Tran Karlsruher Institut fur Technologie, GermanyDolf Trieschnigg University of Twente, The NetherlandsManos Tsagkias University of Amsterdam, The NetherlandsMing-Feng Tsai National Chengchi University, Taiwan, R.O.C.Theodora Tsikrika University of Applied Sciences

Western Switzerland, SwitzerlandAta Turk Bilkent University, TurkeyAndrew Turpin University of Melbourne, AustraliaPertti Vakkari University of Tampere, FinlandEmre Varol Bilkent University, TurkeySergei Vassilvitskii Yahoo! Research, USAOlga Vechtomova University of Waterloo, CanadaSumithra Velupillai Stockholm University, SwedenSuzan Verberne Radboud University Nijmegen,

The NetherlandsStefanos Vrochidis CERTH-ITI, GreeceXiaojun Wan Peking University, ChinaFei Wang IBM, USAKai Wang Institute for Infocomm Research, SingaporeLidan Wang University of Maryland, USAWouter Weerkamp University of Amsterdam, The NetherlandsRyen William White Microsoft Research, USAKam-Fai Wong The Chinese University of Hong Kong,

Hong KongJun Xu Microsoft Research, ChinaShuang-Hong Yang Georgia Institute of Technology, USATao Yang UCSB and Ask.com, USAXing Yi Yahoo! Labs, USAChengXiang Zhai University of Illinois at Urbana-Champaign,

USADan Zhang Purdue University, USADell Zhang Birkbeck, University of London, UKLanbo Zhang UC Santa Cruz, USAPeng Zhang Robert Gordon University, UKDong Zhou Trinity College Dublin, IrelandKe Zhou University of Glasgow, UKGuido Zuccon CSIRO, Australia

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Organization XV

Industry Track Program Committee

Sihem Amer-Yahia Qatar Computing Research Institute, QatarRon Bekkerman LinkedIn, USADavid Carmel IBM Research, IsraelPaolo Ferragina University of Pisa, ItalyAntonio Gulli Microsoft, UKRosie Jones Akamai, USAIrwin King Chinese University of Hong Kong, Hong KongUdo Kruschwitz University of Essex, UKChristina Lioma University of Stuttgart, GermanyGilad Mishne Twitter, USARaffaele Perego ISTI-CNR, ItalyDiego Puppin Google, USAArjen de Vries Delft University of Technology,

The Netherlands

Workshops Program Committee

Enrique Alfonseca Google, SwitzerlandOmar Alonso Microsoft Bing, USAPablo Castells Universidad Autonoma de Madrid, SpainNorbert Fuhr University of Duisburg-Essen, GermanyCathal Gurrin Dublin City University, IrelandDjoerd Hiemstra University of Twente, The NetherlandsJian-Yun Nie University of Montreal, CanadaAndrew Trotman University of Otago, New ZealandJustin Zobel University of Melbourne, Australia

Tutorials Program Committee

Gianni Amati Fondazione Ugo Bordoni, ItalyMouhand Boughanem Paul Sabatier University, FranceFabio Crestani University of Lugano, SwitzerlandW. Bruce Croft University of Massachussets, USAEric Gaussier Joseph Fourier University, FranceEvangelos Kanoulas The University of Sheffield, UKRaffaele Perego ISTI-CNR, ItalyYi Zhang University of California, Santa Cruz, USA

Page 14: Lecture Notes in Computer Science 7224 - Springer978-3-642-28997-2/1.pdf · Lecture Notes in Computer Science 7224 Commenced Publication in 1973 Founding and Former Series Editors:

Platinum Sponsor

Gold Sponsors

Organizers

In Cooperation With

Supporter

Page 15: Lecture Notes in Computer Science 7224 - Springer978-3-642-28997-2/1.pdf · Lecture Notes in Computer Science 7224 Commenced Publication in 1973 Founding and Former Series Editors:

Table of Contents

Query Representation

Explaining Query Modifications: An Alternative Interpretation of TermAddition and Removal . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1

Vera Hollink, Jiyin He, and Arjen de Vries

Modeling Transactional Queries via Templates . . . . . . . . . . . . . . . . . . . . . . . 13Edward Bortnikov, Pinar Donmez, Amit Kagian, and Ronny Lempel

Exploring Query Patterns in Email Search . . . . . . . . . . . . . . . . . . . . . . . . . . 25Morgan Harvey and David Elsweiler

Interactive Search Support for Difficult Web Queries . . . . . . . . . . . . . . . . . 37Abdigani Diriye, Giridhar Kumaran, and Jeff Huang

Blog and Online-Community Search

Predicting the Future Impact of News Events . . . . . . . . . . . . . . . . . . . . . . . . 50Julien Gaugaz, Patrick Siehndel, Gianluca Demartini, Tereza Iofciu,Mihai Georgescu, and Nicola Henze

Detection of News Feeds Items Appropriate for Children . . . . . . . . . . . . . . 63Tamara Polajnar, Richard Glassey, and Leif Azzopardi

Comparing Tweets and Tags for URLs . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 73Morgan Harvey, Mark Carman, and David Elsweiler

Geo-Location Estimation of Flickr Images: Social Web BasedEnrichment . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 85

Claudia Hauff and Geert-Jan Houben

Semi-structured Retrieval

A Field Relevance Model for Structured Document Retrieval . . . . . . . . . . 97Jin Young Kim and W. Bruce Croft

Relation Based Term Weighting Regularization . . . . . . . . . . . . . . . . . . . . . . 109Hao Wu and Hui Fang

A New Approach to Answerer Recommendation in CommunityQuestion Answering Services . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 121

Zhenlei Yan and Jie Zhou

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XVIII Table of Contents

On the Modeling of Entities for Ad-Hoc Entity Search in the Webof Data . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 133

Robert Neumayer, Krisztian Balog, and Kjetil Nørvag

Result Disambiguation in Web People Search . . . . . . . . . . . . . . . . . . . . . . . . 146Richard Berendsen, Bogomil Kovachev, Evangelia-Paraskevi Nastou,Maarten de Rijke, and Wouter Weerkamp

Evaluation

On Smoothing Average Precision . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 158Stephen Robertson

New Metrics for Meaningful Evaluation of Informally StructuredSpeech Retrieval . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 170

Maria Eskevich, Walid Magdy, and Gareth J.F. Jones

On Aggregating Labels from Multiple Crowd Workers to InferRelevance of Documents . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 182

Mehdi Hosseini, Ingemar J. Cox, Natasa Milic-Frayling,Gabriella Kazai, and Vishwa Vinay

Applications

How Random Walks Can Help Tourism . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 195Claudio Lucchese, Raffaele Perego, Fabrizio Silvestri,Hossein Vahabi, and Rossano Venturini

Retrieving Candidate Plagiarised Documents Using Query Expansion . . . 207Rao Muhammad Adeel Nawab, Mark Stevenson, and Paul Clough

Reliability Prediction of Webpages in the Medical Domain . . . . . . . . . . . . 219Parikshit Sondhi, V.G. Vinod Vydiswaran, and ChengXiang Zhai

Automatic Foldering of Email Messages: A Combination Approach . . . . . 232Tony Tam, Artur Ferreira, and Andre Lourenco

Retrieval Models

A Log-Logistic Model-Based Interpretation of TF Normalizationof BM25 . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 244

Yuanhua Lv and ChengXiang Zhai

Score Transformation in Linear Combination for Multi-criteriaRelevance Ranking . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 256

Shima Gerani, ChengXiang Zhai, and Fabio Crestani

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Table of Contents XIX

Axiomatic Analysis of Translation Language Model for InformationRetrieval . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 268

Maryam Karimzadehgan and ChengXiang Zhai

An Information-Based Cross-Language Information Retrieval Model . . . . 281Bo Li and Eric Gaussier

Extended Expectation Maximization for Inferring Score Distributions . . . 293Keshi Dai, Virgil Pavlu, Evangelos Kanoulas, and Javed A. Aslam

Top-k Retrieval Using Facility Location Analysis . . . . . . . . . . . . . . . . . . . . . 305Guido Zuccon, Leif Azzopardi, Dell Zhang, and Jun Wang

Image and Video Retrieval

An Interactive Paper and Digital Pen Interface for Query-by-SketchImage Retrieval . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 317

Roman Kreuzer, Michael Springmann, Ihab Al Kabary, andHeiko Schuldt

Image Abstraction in Crossmedia Retrieval for Text Illustration . . . . . . . . 329Filipe Coelho and Cristina Ribeiro

A Latent Variable Ranking Model for Content-Based Retrieval . . . . . . . . 340Ariadna Quattoni, Xavier Carreras, and Antonio Torralba

Text and Content Classification, Categorisation,Clustering

Language Modelling of Constraints for Text Clustering . . . . . . . . . . . . . . . 352Javier Parapar and Alvaro Barreiro

A Framework for Unsupervised Spam Detection in Social NetworkingSites . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 364

Maarten Bosma, Edgar Meij, and Wouter Weerkamp

Classification of Short Texts by Deploying Topical Annotations . . . . . . . . 376Daniele Vitale, Paolo Ferragina, and Ugo Scaiella

Cluster Labeling for Multilingual Scatter/Gather Using ComparableCorpora . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 388

Goutham Tholpadi, Mrinal Kanti Das,Chiranjib Bhattacharyya, and Shirish Shevade

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Systems Efficiency

Adaptive Time-to-Live Strategies for Query Result Caching in WebSearch Engines . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 401

Sadiye Alici, Ismail Sengor Altingovde, Rifat Ozcan,B. Barla Cambazoglu, and Ozgur Ulusoy

Intra-query Concurrent Pipelined Processing for Distributed Full-TextRetrieval . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 413

Simon Jonassen and Svein Erik Bratsberg

Industry Track

Usefulness of Sentiment Analysis . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 426Jussi Karlgren, Magnus Sahlgren, Fredrik Olsson,Fredrik Espinoza, and Ola Hamfors

Modeling Static Caching in Web Search Engines . . . . . . . . . . . . . . . . . . . . . 436Ricardo Baeza-Yates and Simon Jonassen

Posters

Integrating Interactive Visualizations in the Search Process of DigitalLibraries and IR Systems . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 447

Daniel Hienert, Frank Sawitzki, Philipp Schaer, and Philipp Mayr

On Theoretically Valid Score Distributions in Information Retrieval . . . . 451Ronan Cummins and Colm O’Riordan

Adaptive Temporal Query Modeling . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 455Maria-Hendrike Peetz, Edgar Meij, Maarten de Rijke, andWouter Weerkamp

The Design of a Visual History Tool to Help Users Refind Informationwithin a Website . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 459

Trien V. Do and Roy A. Ruddle

Analyzing the Polarity of Opinionated Queries . . . . . . . . . . . . . . . . . . . . . . . 463Sergiu Chelaru, Ismail Sengor Altingovde, and Stefan Siersdorfer

Semi-automatic Document Classification: Exploiting DocumentDifficulty . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 468

Miguel Martinez-Alvarez, Sirvan Yahyaei, and Thomas Roelleke

Investigating Summarization Techniques for Geo-Tagged ImageIndexing . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 472

Ahmet Aker, Xin Fan, Mark Sanderson, and Robert Gaizauskas

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Handling OOV Words in Indian-language – English CLIR . . . . . . . . . . . . . 476Parin Chheda, Manaal Faruqui, and Pabitra Mitra

Using a Medical Thesaurus to Predict Query Difficulty . . . . . . . . . . . . . . . 480Florian Boudin, Jian-Yun Nie, and Martin Dawes

Studying a Personality Coreference Network in a News Stories PhotoCollection . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 485

Jose Devezas, Filipe Coelho, Sergio Nunes, and Cristina Ribeiro

Phrase Pair Classification for Identifying Subtopics . . . . . . . . . . . . . . . . . . . 489Sujatha Das, Prasenjit Mitra, and C. Lee Giles

Full and Mini-batch Clustering of News Articles with Star-EM . . . . . . . . . 494Matthias Galle and Jean-Michel Renders

Assessing and Predicting Vertical Intent for Web Queries . . . . . . . . . . . . . 499Ke Zhou, Ronan Cummins, Martin Halvey, Mounia Lalmas, andJoemon M. Jose

Predicting IMDB Movie Ratings Using Social Media . . . . . . . . . . . . . . . . . 503Andrei Oghina, Mathias Breuss, Manos Tsagkias, andMaarten de Rijke

Squeezing the Ensemble Pruning: Faster and More AccurateCategorization for News Portals . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 508

Cagri Toraman and Fazli Can

A General Framework for People Retrieval in Social Media withMultiple Roles . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 512

Amin Mantrach and Jean-Michel Renders

Analysis of Query Reformulations in a Search Engine of a LocalWeb Site . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 517

M-Dyaa Albakour, Udo Kruschwitz, Nikolaos Nanas,Ibrahim Adeyanju, Dawei Song, Maria Fasli, andAnne De Roeck

Temporal Pseudo-relevance Feedback in Microblog Retrieval . . . . . . . . . . . 522Stewart Whiting, Iraklis A. Klampanos, and Joemon M. Jose

Learning Adaptive Domain Models from Click Data to BootstrapInteractive Web Search . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 527

Deirdre Lungley, Udo Kruschwitz, and Dawei Song

A Little Interaction Can Go a Long Way: Enriching the QueryFormulation Process . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 531

Abdigani Diriye, Anastasios Tombros, and Ann Blandford

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Learning to Rank from Relevance Feedback for e-Discovery . . . . . . . . . . . . 535Peter Lubell-Doughtie and Katja Hofmann

When Simple is (more than) Good Enough: Effective Semantic Searchwith (almost) no Semantics . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 540

Robert Neumayer, Krisztian Balog, and Kjetil Nørvag

Evaluating Personal Information Retrieval . . . . . . . . . . . . . . . . . . . . . . . . . . 544Liadh Kelly, Paul Bunbury, and Gareth J.F. Jones

Applying Power Graph Analysis to Weighted Graphs . . . . . . . . . . . . . . . . . 548Niels Bloom

An Investigation of Term Weighting Approaches for MicroblogRetrieval . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 552

Paul Ferguson, Neil O’Hare, James Lanagan, Owen Phelan, andKevin McCarthy

On the Size of Full Element-Indexes for XML Keyword Search . . . . . . . . . 556Duygu Atilgan, Ismail Sengor Altingovde, and Ozgur Ulusoy

Combining Probabilistic Language Models for Aspect-Based SentimentRetrieval . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 561

Lisette Garcıa-Moya, Henry Anaya-Sanchez, andRafael Berlanga-Llavori

In Praise of Laziness: A Lazy Strategy for Web InformationExtraction . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 565

Rifat Ozcan, Ismail Sengor Altingovde, and Ozgur Ulusoy

Demos

LiveTweet: Monitoring and Predicting Interesting Microblog Posts . . . . . 569Arifah Che Alhadi, Thomas Gottron, Jerome Kunegis, andNasir Naveed

A User Interface for Query-by-Sketch Based Image Retrieval with ColorSketches . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 571

Ivan Giangreco, Michael Springmann, Ihab Al Kabary, andHeiko Schuldt

Crisees : Real-Time Monitoring of Social Media Streams to SupportCrisis Management . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 573

David Maxwell, Stefan Raue, Leif Azzopardi, Chris Johnson, andSarah Oates

A Mailbox Search Engine Using Query Multi-modal Expansion andCommunity-Based Smoothing . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 576

Amin Mantrach and Jean-Michel Renders

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EmSe: Supporting Children’s Information Needs within a HospitalEnvironment . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 578

Leif Azzopardi, Doug Dowie, Sergio Duarte, Carsten Eickhoff,Richard Glassey, Karl Gyllstrom, Djoerd Hiemstra,Franciska de Jong, Frea Kruisinga, Kelly Marshall, Sien Moens,Tamara Polajnar, Frans van der Sluis, and Arjen de Vries

Retro: Time-Based Exploration of Product Reviews . . . . . . . . . . . . . . . . . . 581Jannik Strotgen, Omar Alonso, and Michael Gertz

Querium: A Session-Based Collaborative Search System . . . . . . . . . . . . . . . 583Abdigani Diriye and Gene Golovchinsky

Author Index . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 585