Collaborative Computing: Networking, Applications and Worksharing: 18th EAI International Conference, CollaborateCom 2022 Hangzhou, China, October 15–16, 2022 Proceedings, Part I

564 Pages·2023·38.313 MB·English

by  Honghao Gao, Xinheng Wang, Wei Wei, Tasos Dagiuklas

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
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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