Human–Computer Interaction Series Editors-in-chief JohnKarat IBMThomasJ.WatsonResearchCenter(USA) JeanVanderdonckt Universite´catholiquedeLouvain(Belgium) EditorialBoard GregoryAbowd,GeorgiaInstituteofTechnology(USA) Gae¨lleCalvary,LIG-UniversityofGrenoble1(France) JohnCarroll,SchoolofInformationSciences&Technology,PennStateUniversity(USA) GilbertCockton,UniversityofSunderland(UK) MaryCzerwinski,MicrosoftResearch(USA) StevenFeiner,ColumbiaUniversity(USA) ElizabethFurtado,UniversityofFortaleza(Brazil) KristinaHo¨o¨k,SICS(Sweden) RobertJacob,TuftsUniversity(USA) RobinJeffries,Google(USA) PeterJohnson,UniversityofBath(UK) KumiyoNakakoji,UniversityofTokyo(Japan) PhilippePalanque,Universite´PaulSabatier(France) OscarPastor,UniversityofValencia(Spain) FabioPaterno`,ISTI-CNR(Italy) CostinPribeanu,NationalInstituteforResearch&DevelopmentinInformatics(Romania) MarilynSalzman,SalzmanConsulting(USA) ChrisSchmandt,MassachusettsInstituteofTechnology(USA) MarkusStolze,IBMZu¨rich(Switzerland) GerdSzwillus,Universita¨tPaderborn(Germany) ManfredTscheligi,UniversityofSalzburg(Austria) GerritvanderVeer,UniversityofTwente(TheNetherlands) ShuminZhai,IBMAlmadenResearchCenter(USA) Human–Computer Interaction isa multidisciplinary fieldfocused on human aspects of the developmentofcomputertechnology.Ascomputer-basedtechnologybecomesincreasingly pervasive – not just in developed countries, but worldwide – the need to take a human- centered approach in the design and development of this technology becomes ever more important. For roughly 30 years now, researchers and practitioners in computational and behavioralscienceshaveworkedtoidentifytheoryandpracticethatinfluencesthedirection of these technologies, and this diverse work makes up the fieldof human–computer inter- action.Broadlyspeaking, itincludesthestudyof whattechnology mightbeabletodofor peopleandhowpeoplemightinteractwiththetechnology. Inthisseries,wepresentworkwhichadvancesthescienceandtechnologyofdeveloping systemswhicharebotheffectiveandsatisfyingforpeopleinawidevarietyofcontexts.The human–computer interaction series will focus on theoretical perspectives (such as formal approachesdrawnfromavarietyofbehavioralsciences),practicalapproaches(suchasthe techniques for effectivelyintegrating user needs insystemdevelopment), and social issues (suchasthedeterminantsofutility,usabilityandacceptability). Authorguidelines:www.springer.com/authors/book+authors>AuthorGuidelines Forothertitlespublishedinthisseries,goto http://www.springer.com/series/6033 Jennifer Golbeck Editor Computing with Social Trust 123 Editor JenniferGolbeck UniversityofMaryland,MD USA [email protected] ISSN:1571-5035 ISBN:978-1-84800-355-2 e-ISBN:978-1-84800-356-9 DOI10.1007/978-1-84800-356-9 BritishLibraryCataloguinginPublicationData AcataloguerecordforthisbookisavailablefromtheBritishLibrary LibraryofCongressControlNumber:2008939871 (cid:2)c Springer-VerlagLondonLimited2009 Apart from any fair dealing for the purposes of research or private study, or criticism or review, as permittedundertheCopyright,DesignsandPatentsAct1988,thispublicationmayonlybereproduced, stored or transmitted, in any form or by any means, with the prior permission in writing of the publishers,orinthecaseofreprographicreproductioninaccordancewiththetermsoflicencesissued bytheCopyrightLicensingAgency.Enquiriesconcerningreproductionoutsidethosetermsshouldbe senttothepublishers. Theuseofregisterednames,trademarks,etc.,inthispublicationdoesnotimply,evenintheabsenceofa specificstatement,thatsuchnamesareexemptfromtherelevantlawsandregulationsandthereforefree forgeneraluse. Thepublishermakesnorepresentation,expressorimplied,withregardtotheaccuracyoftheinformation containedinthisbookandcannotacceptanylegalresponsibilityorliabilityforanyerrorsoromissions thatmaybemade. Printedonacid-freepaper SpringerScience+BusinessMedia springer.com Preface This book has evolved out of roughly five years of working on computing with socialtrust.Inthebeginning,gettingpeopletoacceptthatsocialnetworksandthe relationshipsinthemcouldbethebasisforinteresting,relevant,andexcitingcom- puterscience was a struggle.Today,socialnetworkingand socialcomputinghave becomehottopics,andthoseofusdoingresearchinthisspacearefinallyfindinga wealthofopportunitiestoshareourworkandtocollaboratewithothers. This book is a collection of chapters that cover all the major areas of research in this space. I hopeit will serve as a guideto studentsandresearcherswho want a strongintroductionto work in the field, and as encouragementand directionfor thosewhoareconsideringbringingtheirowntechniquesto bearonsomeofthese problems. IthasbeenanhonorandprivilegetoworkwiththeseauthorsforwhomI have somuchrespectandadmiration.Thankstoallofthemfortheiroutstandingwork, whichspeaksforitself,andforpatientlyenduringallmyemails.Thanks,asalways, to Jim Hendler forhis constantsupport.Cai Ziegler hasbeen particularlyhelpful, both as a collaborator, and in the early stages of development for this book. My appreciationalsogoestoBeverleyFord,RebeccaMowatandeveryoneatSpringer whohelpedwithpublicationofthiswork.Finally,thankstothemanypeoplewho helpedmeandthebookalongtheway,includingAllisonDruin,MariyaFilippova, James Finlay, Irene, John, Tom, Michelle, Kaitlyn, Emily, Bo, Ike, Wrigley, and Crystal Golbeck,PaulJaeger,Ugur Kuter,Dan Norton,DagobertSoergel,and,as always,π andK. CollegePark,Maryland JenniferGolbeck v Contents 1 IntroductiontoComputingwithSocialTrust ..................... 1 JenniferGolbeck PartI ModelsofSocialTrust 2 ExaminingTrust,ForgivenessandRegretasComputational Concepts...................................................... 9 StephenMarshandPamelaBriggs 3 ANon-reductionistApproachtoTrust ........................... 45 CristianoCastelfranchi,RinoFalcone,andEmilianoLorini 4 SocialTrustofVirtualIdentities................................. 73 Jean-MarcSeigneur PartII PropagationofTrust 5 Attack-ResistantTrustMetrics..................................121 RaphLevien 6 OnPropagatingInterpersonalTrustinSocialNetworks............133 Cai-NicolasZiegler 7 TheRippleEffect:ChangeinTrustandItsImpactOvera SocialNetwork ................................................169 JenniferGolbeckandUgurKuter PartIII ApplicationsofTrust 8 ElicitingInformativeFeedback:ThePeer-PredictionMethod.......185 NolanMiller,PaulResnick,andRichardZeckhauser vii viii Contents 9 CapturingTrustinSocialWebApplications ......................213 JohnO’Donovan 10 TrustMetricsinRecommenderSystems..........................259 PaoloMassaandPaoloAvesani 11 TrustandOnlineReputationSystems............................287 MingKwanandDeepakRamachandran 12 Internet-BasedCommunityNetworks:FindingtheSocialinSocial Networks .....................................................313 K.FaithLawrence Index .............................................................333 Contributors PaoloAvesani FondazioneBrunoKessler,ViaSommarive18,Povo(TN),Italy [email protected] PamelaBriggs NorthumbriaUniversity,SchoolofPsychologyandSportSciences, NewcastleuponTyne,UK,[email protected] CristianoCastelfranchi InstituteofCognitiveSciencesandTechnologies-CNR, Rome,[email protected] RinoFalcone InstituteofCognitiveSciencesandTechnologies-CNR,Rome,Italy [email protected] JenniferGolbeck CollegeofInformationStudies, 2118FHornbakeBuilding, UniversityofMaryland,CollegePark,MD20742,USA,[email protected] UgurKuter UMIACS,UniversityofMaryland,CollegePark,MD,20742,USA [email protected] Ming Kwan nGenera(FormerlyNew Paradigm)145 King St. East, Toronto, Ontario,CanadaM5C2Y7,[email protected],[email protected] K. Faith Lawrence University of Southampton, Southampton, UK, [email protected] RaphLevien UCBerkeley,Berkeley,CA,USA,[email protected] Emiliano Lorini Institute of Cognitive Sciences and Technologies-CNR, Rome,Italy;InstitutdeRechercheenInformatiquedeToulouse(IRIT),France [email protected] StephenMarsh NationalResearch CouncilCanada, InstituteforInformation Technology,Ottawa,Ontario,Canada,[email protected] PaoloMassa FondazioneBrunoKessler,ViaSommarive18,Povo(TN),Italy [email protected] NolanMiller KennedySchoolofGovernment,HarvardUniversity,Cambridge, MA,USA,nolan [email protected] ix x Contributors JohnO’Donovan DepartmentofComputerScience,UniversityofCalifornia, SantaBarbara,California,USA,[email protected] DeepakRamachandran New Paradigm133KingSt. East, Toronto,Ontario, CanadaM5C1G6,[email protected] PaulResnick Schoolof Information,UniversityofMichigan,AnnArbor,MI 48109,USA,[email protected] Jean-MarcSeigneur Universityof GenevaandVenyo,Geneva,Switzerland, [email protected] Richard Zeckhauser Kennedy School of Government,Harvard University, Cambridge,MA,USA,richard [email protected] Cai-NicolasZiegler SiemensAG,CorporateTechnology,Otto-Hahn-Ring6,Geb. 31,Raum260,D-81730Mu¨nchen,Germany,[email protected] Chapter1 Introduction to Computing with Social Trust JenniferGolbeck TheWeb isdeepintoits seconddecadeoflife,andsince 1991ithasdramatically changedthewaytheconnectedworldoperates.AstheWebhasshiftedtoaninter- activeenvironmentwheremuchcontentiscreatedbyusers,thequestionofwhom to trust and what information to trust has become both more important and more difficulttoanswer.Onepromisingsolutionisusingsocialtrustrelationships.Inthis book, we examine challenging research problems on computing with social trust, includingthecomputationoftrustrelationshipsandtheuseoftheserelationshipsin applications. 1.1 The Need forSocial Trust Therearetwoimportantentitiesontheweb:peopleandinformation.Thenumbers of both are in the billions. There are tens of billions of Web pages and billions of people with Web access.1 Increasingly, average Web users are responsible for contentontheweb.NetcraftshowsGoogle’sBloggerserviceaddingaroundamil- lionnewblogseverymonth.2Technoratireportstrackingover113millionblogsin September,2008.Theyalsoreporttracking1.5millionnewpostsperday.LiveJour- nal, anotherpopular bloggingsite, has millions of new posts per day. This means thateveryday,usersare creating enoughblogpoststo equalthe size of the entire Webinmid-1995. Blogsareonlythebeginning.User-generatedcontentiseverywhere:discussion boards in online communities, social network profiles, auction listings and items forsale,videoandphotofeeds,reviewsandratingsofmovies,hotels,restaurants, plumbers,andmore.Whilethiscontentcanbeveryhelpfultousers,thevolumecan J.Golbeck(B) CollegeofInformationStudies,UniversityofMaryland,CollegePark,CollegePark,MD20742, USA e-mail:[email protected] 1http://www.internetworldstats.com/stats.htm 2http://news.netcraft.com/archives/web server survey.html J.Golbeck(ed.), ComputingwithSocialTrust,Human-ComputerInteractionSeries, 1 DOI10.1007/978-1-84800-356-9 1(cid:2)C Springer-VerlagLondonLimited 2009