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Springer Proceedings in Complexity Zining Yang Elizabeth von Briesen   Editors Proceedings of the 2019 International Conference of The Computational Social Science Society of the Americas Springer Proceedings in Complexity Springer Proceedings in Complexity publishes proceedings from scholarly meetings on all topics relating to the interdisciplinary studies of complex systems science. Springer welcomes book ideas from authors. The series is indexed in Scopus. Proposalsmustincludethefollowing: – name,placeanddateofthescientificmeeting – alinktothecommittees(localorganization,internationaladvisorsetc.) – scientificdescriptionofthemeeting – listofinvited/plenaryspeakers – anestimateoftheplannedproceedingsbookparameters(numberofpages/articles, requestednumberofbulkcopies,submissiondeadline) Submityourproposalsto:[email protected] Moreinformationaboutthisseriesathttp://www.springer.com/series/11637 · Zining Yang Elizabeth von Briesen Editors Proceedings of the 2019 International Conference of The Computational Social Science Society of the Americas Editors ZiningYang ElizabethvonBriesen ComputationalAnalytics ComputerScience ClaremontGraduateUniversity ElonUniversity Claremont,CA,USA Elon,NC,USA ISSN2213-8684 ISSN2213-8692 (electronic) SpringerProceedingsinComplexity ISBN978-3-030-77516-2 ISBN978-3-030-77517-9 (eBook) https://doi.org/10.1007/978-3-030-77517-9 ©TheEditor(s)(ifapplicable)andTheAuthor(s),underexclusivelicensetoSpringerNature SwitzerlandAG2021 Thisworkissubjecttocopyright.AllrightsaresolelyandexclusivelylicensedbythePublisher,whether thewholeorpartofthematerialisconcerned,specificallytherightsoftranslation,reprinting,reuse ofillustrations,recitation,broadcasting,reproductiononmicrofilmsorinanyotherphysicalway,and transmissionorinformationstorageandretrieval,electronicadaptation,computersoftware,orbysimilar ordissimilarmethodologynowknownorhereafterdeveloped. Theuseofgeneraldescriptivenames,registerednames,trademarks,servicemarks,etc.inthispublication doesnotimply,evenintheabsenceofaspecificstatement,thatsuchnamesareexemptfromtherelevant protectivelawsandregulationsandthereforefreeforgeneraluse. Thepublisher,theauthorsandtheeditorsaresafetoassumethattheadviceandinformationinthisbook arebelievedtobetrueandaccurateatthedateofpublication.Neitherthepublishernortheauthorsor theeditorsgiveawarranty,expressedorimplied,withrespecttothematerialcontainedhereinorforany errorsoromissionsthatmayhavebeenmade.Thepublisherremainsneutralwithregardtojurisdictional claimsinpublishedmapsandinstitutionalaffiliations. ThisSpringerimprintispublishedbytheregisteredcompanySpringerNatureSwitzerlandAG Theregisteredcompanyaddressis:Gewerbestrasse11,6330Cham,Switzerland Contents SocialImpressionofFaces:FromPredictiontoModification .......... 1 AmandaSong, ChadAtalla, BartholomewTam, LinjieLi, andGarrisonCottrell CorruptionandtheEffectsofInfluenceWithinSocialNetworks: AnAgent-BasedModelofthe“LavaJato”Scandal ................... 15 AmiraAl-KhulaidyandValentinVergara ResistanceofCommunitiesAgainstDisinformation ................... 29 AmirarsalanRajabi,SeyyedmiladTalebzadehhosseini,andIvanGaribay Assessing the Potential of Crowd-Shipping for Food Rescue LogisticsUsingAgent-BasedModeling .............................. 39 AnujMittal,NiluferOranGibson,andCarolineC.Krejci ExogenousShocksLeadtoIncreasedResponsivenessandShifts inSentimentalResilienceinOnlineDiscussions ....................... 57 ChathikaGunaratne, SubashK.Ray, CarolineLourençoAlves, andMariaWaldl TheCatandMouseofGettingAroundtheLaw ...................... 73 DariaRoithmayr,JustinChin,FeiFang,andBruceLevin The Degree-Dependent Threshold Model: Towards a Better UnderstandingofOpinionDynamicsonOnlineSocialNetworks ....... 83 EceÇig˘demMutluandIvanGaribay Modeling Genocide: An Agent-Based Model of Bystander MotivationsandSocietalRestraints ................................. 95 ElizabethvonBriesen,AmyCanevello,SamiraShaikh,JohnCox, andMirsadHadžikadic´ GlobalNewsSentimentAnalysis .................................... 121 EricCastellanos,HangXie,andPaulBrenner v vi Contents AnAgent-BasedModelofSocialFabricSeenasanEmergent Behavior .......................................................... 141 GamalielPalomo,MarioSiller,ArnaudGrignard,andLuisAlonso Deep Agent: Studying the Dynamics of Information Spread andEvolutioninSocialNetworks ................................... 153 IvanGaribay,ToktamA.Oghaz,NiloofarYousefi,EceÇig˘demMutlu, MadelineSchiappa,StevenScheinert,GeorgiosC.Anagnostopoulos, ChristinaBouwens, StephenM.Fiore, AlexanderMantzaris, JohnT.Murphy, WilliamRand, AnastasiaSalter, MelStanfill, GitaSukthankar, NishaBaral, GabrielFair, ChathikaGunaratne, NedaB.Hajiakhoond, JasserJasser, ChathuraJayalath, OliviaB.Newton, SamanehSaadat, ChathuraniSenevirathna, RachelWinter,andXiZhang Electoral College: Emergent Battlegrounds An Agent-Based ModelofCampaignBehaviorChangewithDistrictAllocation ofElectors ........................................................ 171 JohnSilver SocialViscosity,Fluidity,andTurbulenceinCollectivePerceptions ofColor:AnAgent-BasedModelofColorScaleConvergence .......... 191 JuanSalamancaandSantiagoNúñez-Corrales Inside the Mind of the Nonfiler: An Agent-Based Modeling Approach ......................................................... 213 MelissaVigil,ThiNguyen,andEllenBadgley Capturing the Effects of Gentrification on Property Values: AnAgent-BasedModelingApproach ................................ 245 NiloofarBagheri-Jebelli,AndrewCrooks,andWilliamG.Kennedy Negative Influence Gradients Lead to Lowered Information ProcessingCapacityonSocialNetworks ............................. 265 NishaBaral,ChathikaGunaratne,ChathuraJayalath,WilliamRand, ChathuraniSenevirathna,andIvanGaribay AComplex-SystemsAgendaforInfluencingPolicyStudies ............ 277 PaulK.Davis, TimMcDonald, AnnPendleton-Jullian, AngelaO’Mahony,andOsondeOsoba Wealth Dynamics in the Presence of Network Structure andPrimitiveCooperation ......................................... 297 RajeshVenkatachalapathy,StephenDavies,andWilliamNehrboss SocialPrimitives:ExploringSparkofLifeCollectiveBehavior inAgent-BasedModels ............................................. 315 SrikanthP.MudigondaandMiltonJ.Friesen Contents vii CapturingtheProductionofInnovativeIdeas:AnOnlineSocial NetworkExperimentand“IdeaGeography”Visualization ............ 341 YidingCao, YingjunDong, MinjunKim, NeilG.MacLaren, AnkitaKulkarni, ShelleyD.Dionne, FrancisJ.Yammarino, andHirokiSayama AnAgent-BasedModeltoUnderstandaSimpleTheoryofMind: BeliefRepresentationSystematicApproach(BRSA) .................. 355 ZahriehYousefi,DietmarHeinke,IanApperly,andPeer-OlafSiebers Decision-Adjusted Modeling for Imbalanced Classification: PredictingRooftopSolarPanelAdoptioninRuralVirginia ............ 381 ZhihaoHu, XinweiDeng, AchlaMarathe, SamarthSwarup, andAnilVullikanti Editors and Contributors AbouttheEditors Dr.ZiningYang isSeniorManageratSouthernCaliforniaEdison.Shealsoworks as Clinical Professor at Claremont Graduate University and Associate Director at theTransResearchConsortium.ShesitsontheBoardoftheComputationalSocial ScienceSocietyoftheAmericas(CSSSA)andservesasScientificAdvisoryBoard MemberforHumanFactorsandSimulations.Dr.YangreceivedherPh.D.inCompu- tationalandAppliedMathematicsandPoliticalEconomyfromClaremontGraduate Universityin2015.HerresearchinterestsincludeDataAnalytics,MachineLearning, Modeling and Simulation, Complex Adaptive Systems, Agent-Based Models, and NetworkAnalysis.Dr.YanghaspublishednumeroustimesinthefieldsofComputer Science, Economics, Public Policy, and Political Science. She has been identified as an outstanding researcher by the government, worked on a National Science Foundation-sponsoredproject,andwonmultipleawardsfromvariousorganizations, including the Ministry of Education of the People’s Republic of China; Interna- tionalSocialComputing,BehavioralModelingandPrediction;andtheInternational InstituteofInformaticsandSystemics. Dr.ElizabethvonBriesen is Assistant Professor of Computer Science at Elon UniversityandismemberoftheboardoftheComputationalSocialScienceSocietyof theAmericas.ShereceivedherPh.D.inComputing&InformaticsfromtheUniver- sity of North Carolina at Charlotte in 2020. Her research interests are focused on thestudyofcomplexadaptivesystemsusingcomputationaltechniques,particularly with respect to social systems experiencing identity-based conflict. She primarily workswithagent-basedmodels,andperformsdataminingandsentimentanalysisto informthosesimulations.Finally,inhercurrentposition,Dr.vonBriesenstrivesto contributetowardanevolvingundergraduatecomputerscienceexperiencethrough research,service,andhigh-quality,innovativeteaching. ix x EditorsandContributors Contributors AmiraAl-Khulaidy GeorgeMasonUniversity,Fairfax,VA,USA LuisAlonso MITMediaLab,Cambridge,MA,USA GeorgiosC.Anagnostopoulos FloridaInstituteofTechnology,Melbourne,USA IanApperly SchoolofPsychology,UniversityofBirmingham,Birmingham,UK ChadAtalla UniversityofCalifornia,SanDiego,CA,USA EllenBadgley TheMITRECorporation,McLean,VA,USA NiloofarBagheri-Jebelli GeorgeMasonUniversity,Fairfax,USA NishaBaral UniversityofCentralFlorida,Orlando,FL,USA ChristinaBouwens UniversityofCentralFlorida,Orlando,USA PaulBrenner Center for Research Computing, University of Notre Dame, Notre Dame,USA AmyCanevello UNCCharlotte,UniversityCityBlvd,Charlotte,NC,USA YidingCao Binghamton University, State University of New York, Binghamton, NY,USA EricCastellanos CenterforResearchComputing,UniversityofNotreDame,Notre Dame,USA JustinChin USCGouldSchoolofLaw,LosAngeles,CA,USA GarrisonCottrell UniversityofCalifornia,SanDiego,CA,USA JohnCox UNCCharlotte,UniversityCityBlvd,Charlotte,NC,USA AndrewCrooks UniversityatBuffalo,Buffalo,USA StephenDavies UniversityofMaryWashington,Fredericksburg,USA PaulK.Davis PardeeRANDGraduateSchool,SantaMonica,CA,USA XinweiDeng DepartmentofStatistics,VirginiaTech,VirginiaBeach,VA,USA ShelleyD.Dionne Binghamton University, State University of New York, Bing- hamton,NY,USA YingjunDong BinghamtonUniversity,StateUniversityofNewYork,Binghamton, NY,USA GabrielFair UniversityofNorthCarolinaatCharlotte,Charlotte,USA FeiFang CarnegieMellonUniversity,Pittsburgh,PA,USA StephenM.Fiore UniversityofCentralFlorida,Orlando,USA

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