Collaborative Computing: Networking, Applications and Worksharing. 18th EAI International Conference, CollaborateCom 2022 Hangzhou, China, October 15–16, 2022 Proceedings PDF
Preview Collaborative Computing: Networking, Applications and Worksharing. 18th EAI International Conference, CollaborateCom 2022 Hangzhou, China, October 15–16, 2022 Proceedings
Honghao Gao Xinheng Wang Wei Wei Tasos Dagiuklas (Eds.) 460 Collaborative Computing: Networking, Applications and Worksharing 18th EAI International Conference, CollaborateCom 2022 Hangzhou, China, October 15–16, 2022 Proceedings, Part I Part 1 Lecture Notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering 460 EditorialBoardMembers OzgurAkan MiddleEastTechnicalUniversity,Ankara,Turkey PaoloBellavista UniversityofBologna,Bologna,Italy JiannongCao HongKongPolytechnicUniversity,HongKong,China GeoffreyCoulson LancasterUniversity,Lancaster,UK FalkoDressler UniversityofErlangen,Erlangen,Germany DomenicoFerrari UniversitàCattolicaPiacenza,Piacenza,Italy MarioGerla UCLA,LosAngeles,USA HisashiKobayashi PrincetonUniversity,Princeton,USA SergioPalazzo UniversityofCatania,Catania,Italy SartajSahni UniversityofFlorida,Gainesville,USA XueminShen UniversityofWaterloo,Waterloo,Canada MirceaStan UniversityofVirginia,Charlottesville,USA XiaohuaJia CityUniversityofHongKong,Kowloon,HongKong AlbertY.Zomaya UniversityofSydney,Sydney,Australia Moreinformationaboutthisseriesathttps://link.springer.com/bookseries/8197 · · · Honghao Gao Xinheng Wang Wei Wei Tasos Dagiuklas (Eds.) Collaborative Computing: Networking, Applications and Worksharing 18th EAI International Conference, CollaborateCom 2022 Hangzhou, China, October 15–16, 2022 Proceedings, Part I Editors HonghaoGao XinhengWang ShanghaiUniversity Xi’anJiaotong-LiverpoolUniversity Shanghai,China Suzhou,China WeiWei TasosDagiuklas ZhejiangUniversityCityCollege LondonSouthBankUniversity Hangzhou,China London,UK ISSN 1867-8211 ISSN 1867-822X (electronic) LectureNotesoftheInstituteforComputerSciences,SocialInformatics andTelecommunicationsEngineering ISBN 978-3-031-24382-0 ISBN 978-3-031-24383-7 (eBook) https://doi.org/10.1007/978-3-031-24383-7 ©ICSTInstituteforComputerSciences,SocialInformaticsandTelecommunicationsEngineering2022 Thisworkissubjecttocopyright.AllrightsarereservedbythePublisher,whetherthewholeorpartofthe material is concerned, specifically the rights of translation, reprinting, reuse of illustrations, recitation, broadcasting, reproduction on microfilms or in any other physical way, and transmission or information storageandretrieval,electronicadaptation,computersoftware,orbysimilarordissimilarmethodologynow knownorhereafterdeveloped. Theuseofgeneraldescriptivenames,registerednames,trademarks,servicemarks,etc.inthispublication doesnotimply,evenintheabsenceofaspecificstatement,thatsuchnamesareexemptfromtherelevant protectivelawsandregulationsandthereforefreeforgeneraluse. Thepublisher,theauthors,andtheeditorsaresafetoassumethattheadviceandinformationinthisbookare believedtobetrueandaccurateatthedateofpublication.Neitherthepublishernortheauthorsortheeditors give a warranty, expressed or implied, with respect to the material contained herein or for any errors or omissionsthatmayhavebeenmade.Thepublisherremainsneutralwithregardtojurisdictionalclaimsin publishedmapsandinstitutionalaffiliations. ThisSpringerimprintispublishedbytheregisteredcompanySpringerNatureSwitzerlandAG Theregisteredcompanyaddressis:Gewerbestrasse11,6330Cham,Switzerland Preface Wearedelightedtointroducetheproceedingsofthe18thEuropeanAllianceforInnova- tion(EAI)InternationalConferenceonCollaborativeComputing:Networking,Appli- cationsandWorksharing(CollaborateCom2022).Thisconferencehasbroughttogether researchers, developers and practitioners from around the world who are interested in fullyrealizingthepromisesofelectroniccollaborationfromtheaspectsofnetworking, technologyandsystems,userinterfacesandinteractionparadigms,andinteroperation withapplication-specificcomponentsandtools. This year’s conference attracted 171 submissions. Each submission was reviewed byanaverageof3reviewers.Afterarigorousreviewprocess,57paperswereaccepted. Theconferencesessionswere:Session1,FederatedLearningandApplications;Sessions 2,3and8,EdgeComputingandCollaborativeWorking;Session4,Recommendation SystemsandCollaborativeWorking;Session5,BlockchainApplications;Sessions6and 7,SecurityandPrivacyProtection;Session9,DeepLearningandApplications;Sessions 10and11,CollaborativeWorking;Session12,ImageProcessingandRecognition.Apart fromhighqualitytechnicalpaperpresentations,thetechnicalprogramalsofeaturedone keynotespeechthatwasdeliveredbyProf.KunYangfromtheUniversityofEssex,UK. Coordinationwiththesteeringchair,ImrichChlamtac,andsteeringcommitteemem- bersSong Guo,BoLi,XiaofeiLiao,Xinheng Wang,Honghao Gao,wasessentialfor the success of the conference. We sincerely appreciate the constant support and guid- ance.Itwasalsoagreatpleasuretoworkwithsuchanexcellentorganizingcommittee team,wethankthemfortheirhardworkinorganizingandsupportingtheconference. In particular, we thank the Technical Program Committee, led by our General Chairs and TPC Co-Chairs, Xinheng Wang, Honghao Gao, Wei Wei, Tasos Dagiuklas, Yuyu Yin,TunLu,MinghuiWu,andLqbalMuddesar,whocompletedthepeer-reviewprocess onthetechnicalpapersandputtogetherahigh-qualitytechnicalprogram.Wearealso gratefultotheconferencemanager,LuciaSedlárová,forhersupportandalltheauthors whosubmittedtheirpaperstotheCollaborateCom2022conferenceandworkshops. We strongly believe that the CollaborateCom conference provides a good forum for all researchers, developers and practitioners to discuss all science and technology aspects that are relevant to collaborative computing. We also expect that the future CollaborateComconferenceswillbeassuccessfulandstimulating,asindicatedbythe contributionspresentedinthisvolume. December2022 HonghaoGao XinhengWang WeiWei TasosDagiuklas Conference Organization SteeringCommittee Chair ImrichChlamtac BrunoKesslerProfessor,UniversityofTrento, Italy Members BoLi TheHongKongUniversityofScienceand Technology,China HonghaoGao ShanghaiUniversity,China NingGu FudanUniversity,China SongGuo UniversityofAizu,Japan XiaofeiLiao HuazhongUniversityofScienceandTechnology, China XinhengWang Xi’anJiaotong-LiverpoolUniversity,China OrganizingCommittee GeneralChairs HonghaoGao ShanghaiUniversity,China XinhengWang Xi’anJiaotong-LiverpoolUniversity,China WeiWei ZhejiangUniversityCityCollege,China TasosDagiuklas LondonSouthBankUniversity,UK TPCChairandCo-chairs YuyuYin HangzhouDianziUniversity,China TunLu FudanUniversity,China MinghuiWu ZhejiangUniversityCityCollege,China LqbalMuddesar LondonSouthBankUniversity,UK WebChair HanghaoGao ShanghaiUniversity,China viii ConferenceOrganization PublicityandSocialMediaChairs RuiLi XidianUniversity,China YucongDuan HainanUniversity,China WorkshopsChair YuyuYin HangzhouDianziUniversity,China SponsorshipandExhibitChair HanghaoGao ShanghaiUniversity,China PublicationsChair YouhuiziLi HangzhouDianziUniversity,China LocalChairs ShuopingWang ZhejiangUniversityCityCollege,China Yuan-yiChen ZhejiangUniversityCityCollege,China JinCanghong ZhejiangUniversityCityCollege,China TechnicalProgramCommittee ZhongqinBi ShanghaiUniversityofElectricPower,China ShizhanChen TianjingUniversity,China LizhenCui ShandongUniversity,China WeilongDing NorthChinaUniversityofTechnology,China YucongDuan HainanUniversity,China HonghaoGao ShanghaiUniversity,China FanGuisheng EastChinaUniversityofScienceandTechnology, China HaipingHuang NanjingUniversityofPostsand Telecommunications,China LiKuang CentralSouthUniversity,China YouhuiziLi HangzhouDianziUniversity,China RuiLi XidianUniversity,China XuanLiu YangzhouUniversity,China TongLiu ShanghaiUniversity,China XiaobingSun YangzhouUniversity,China HaiyanWang NanjingUniversityofPosts& Telecommunications,China XinhengWang Xi’anJiaotong-LiverpoolUniversity,China XiaoxianYang SSPU,China ConferenceOrganization ix YuyuYin HangzhouDianziUniversity,China JunZeng ChongqingUniversity,China ZijianZhang UniversityofShanghaiforScienceand Technology,China LiYu HangzhouDianziUniversity,China YueshenXu XidianUniversity,China YunniXia ChongqingUniversity,China HuangJiwei ChinaUniversityofPetroleum,China TongLiu ShanghaiUniversity,China DingXu HefeiUniversityofTechnology,China RuihuiMa ShanghaiJiaoTongUniversity,China YingChen BeijingInformationScienceandTechnology University,China KongLinghe ShanghaiJiaoTongUniversity,China BinCao ZhejiangUniversityofTechnology,China HongyueWu TianjinUniversity,China GangyongJia HangzhouDianziUniversity,China ZiguiJiang SunYat-SenUniversity,China XuanLiu YangzhouUniversity,China Contents – Part I RecommendationSystem ANegativeSampling-BasedServiceRecommendationMethod .............. 3 ZimingXie, BuqingCao, XinwenLiyan, BingTang, YueyingQing, XiangXie,andSiyuanWang KnowledgeGraphEnhancedWebAPIRecommendationviaNeighbor InformationPropagationforMulti-serviceApplicationDevelopment .......... 20 ZhenChen,YujieLi,YuyingWang,XiaoweiLiu,YifanXing,LinlinLiu, DianlongYou,andLiminShen Expertise-OrientedExplainableQuestionRouting .......................... 41 YuluLi, WenjunWang, QiyaoPeng, HongtaoLiu, MinglaiShao, andPengfeiJiao AnAPIRecommendationMethodBasedonBeneficialInteraction ........... 58 SiyuanWang,BuqingCao,XiangXie,LuluZhang,GuoshengKang, andJianxunLiu AFlowPredictionModelofBike-SharingBasedonCyclingContext ......... 73 YizhuZhao,JunZeng,MinGao,WeiZhou,andJunhaoWen FederatedLearningandApplication FedFR:EvaluationandSelectionofLossFunctionsforFederatedFace Recognition .......................................................... 95 ErtongShang,ZhuoYang,HuiLiu,JunzhaoDu,andXingyuWang FedCL:AnEfficientFederatedUnsupervisedLearningforModelSharing inIoT ................................................................ 115 ChenZhao,ZhipengGao,QianWang,ZijiaMo,andXinleiYu EdgeFederatedLearningforSocialProfitOptimality:ACooperative GameApproach ....................................................... 135 WenyuanZhang,GuangjunWu,YongfeiLiu,BinbinLi,andJiaweiSun MetaEM: Meta Embedding Mapping for Federated Cross-domain RecommendationtoCold-StartUsers .................................... 154 DongyiZheng,YetingGuo,FangLiu,NongXiao,andLuGao
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