Table Of ContentYing Tan
Yuhui Shi (Eds.)
Communications in Computer and Information Science 1745
Data Mining
and Big Data
7th International Conference, DMBD 2022
Beijing, China, November 21–24, 2022
Proceedings, Part II
Communications
in Computer and Information Science 1745
EditorialBoardMembers
JoaquimFilipe
PolytechnicInstituteofSetúbal,Setúbal,Portugal
AshishGhosh
IndianStatisticalInstitute,Kolkata,India
RaquelOliveiraPrates
FederalUniversityofMinasGerais(UFMG),BeloHorizonte,Brazil
LizhuZhou
TsinghuaUniversity,Beijing,China
Moreinformationaboutthisseriesathttps://link.springer.com/bookseries/7899
·
Ying Tan Yuhui Shi (Eds.)
Data Mining
and Big Data
7th International Conference, DMBD 2022
Beijing, China, November 21–24, 2022
Proceedings, Part II
Editors
YingTan YuhuiShi
PekingUniversity SouthernUniversityofScience
Beijing,China andTechnology
Shenzhen,China
ISSN 1865-0929 ISSN 1865-0937 (electronic)
CommunicationsinComputerandInformationScience
ISBN 978-981-19-8990-2 ISBN 978-981-19-8991-9 (eBook)
https://doi.org/10.1007/978-981-19-8991-9
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Preface
TheSeventhInternationalConferenceonDataMiningandBigData(DMBD2022)was
heldinBeijing,China,duringNovember21–24,2022.DMBDservesasaninternational
forumforresearcherstoexchangelatestadvantagesintheories,models,andapplications
ofdataminingandbigdataaswellasartificialintelligencetechniques.DMBD2022was
theseventheventafterthesuccessfulfirstevent(DMBD2016)onBaliIsland,Indonesia,
the second event (DMBD 2017) in Fukuoka, Japan, the third event (DMBD 2018) in
Shanghai,China,thefourthevent(DMBD2019)inChiangMai,Thailand,thefifthevent
(DMBD2020)inBelgrade,Serbia,andthesixthevent(DMBD2021)inGuangzhou,
China.
These two volumes (CCIS vol. 1744 and CCIS vol. 1745) contain the papers pre-
sented at DMBD 2022 covering some major topics of data mining and big data. The
conference received 135 submissions. The Program Committee accepted 62 regular
papers to be included in the conference program with an acceptance rate of 45.92%.
Each submission received atleast 3 reviews inan double-blind process. The proceed-
ings contain revised versions of the accepted papers. While revisions are expected to
taketherefereescommentsintoaccount,thiswasnotenforcedandtheauthorsbearfull
responsibilityforthecontentoftheirpapers.
DMBD 2022 was organized by the International Association of Swarm and Evo-
lutionaryIntelligence(IASEI).Itwasco-organizedbytheComputationalIntelligence
LaboratoryatPekingUniversity,theAdvancedInstituteofBigData,Beijing,theKey
LaboratoryofInformationSystemRequirement,theScienceandTechnologyonInfor-
mation Systems Engineering Laboratory, and the Southern University of Science and
Technology and technically co-sponsored by Research Reports on Computer Science
(RRCS),theCityBrainTechnicalCommitteeoftheChineseInstituteofCommandand
Control(CICC),theInternationalNeuralNetworkSociety,theNanjingKangboIntel-
ligentHealthAcademy,Springer,Entropy,MDPIElectronics,andtheBeijingXinghui
High-TechCo.Theconferencewouldnothavebeensuchasuccesswithoutthesupport
oftheseorganizations,andwesincerelythankthemfortheircontinuedassistanceand
sponsorship.
We would also like to thank the authors who submitted their papers to DMBD
2022, and the conference attendees for their interest and support. We thank the Orga-
nizingCommitteefortheirtimeandeffortdedicatedtoarrangingtheconference.This
allowed us to focus on the paper selection and deal with the scientific program. We
thanktheProgramCommitteemembersandtheexternalreviewersfortheirhardwork
inreviewingthesubmissions;theconferencewouldnothavebeenpossiblewithouttheir
expert reviews. Furthermore, this work is partially supported by the National Natural
Science Foundation of China (Grant No. 62076010 and 62276008), and also partially
supportedbytheScienceandTechnologyInnovation2030-NewGenerationArtificial
Intelligence Major Project (Grant Nos.: 2018AAA0102301 and 2018AAA0100302).
vi Preface
Finally,wethanktheEasyChairsystemanditsoperators,formakingtheentireprocess
ofmanagingtheconferenceconvenient.
November2022 YingTan
YuhuiShi
Organization
GeneralChair
YingTan PekingUniversity,China
ProgramCommitteeChair
YuhuiShi SouthernUniversityofScienceandTechnology,
China
AdvisoryCommitteeChairs
XinguiHe PekingUniversity,China
GaryG.Yen OklahomaStateUniversity,USA
TechnicalCommitteeCo-chairs
BenjaminW.Wah TheChineseUniversityofHongKong,
HongKong,China
GuoyingWang ChongqingUniversityofPostsand
Telecommunications,China
EnhongChen UniversityofScienceandTechnologyofChina,
China
FernandoBuarque UniversityofPernambuco,Brazil
HaiboHe UniversityofRhodeIsland,USA
JihongZhu TsinghuaUniversity,China
JinLi GuangzhouUniversity,China
KayChenTan TheHongKongPolytechnicUniversity,
HongKong,China
NikolaKasabov AucklandUniversityofTechnology,NewZealand
QirongTang TongjiUniversity,China
Yew-SoonOng NanyangTechnologicalUniversity,Singapore
YiZhang SichuanUniversity,China
InvitedSpeakersSessionCo-chairs
AndresIglesias UniversityofCantabriaandSantander,Spain
ShaoqiuZheng The28thResearchInstituteofChinaElectronics
TechnologyGroupCorporation,Nanjing,
China
viii Organization
SpecialSessionCo-chairs
BenNiu ShenzhenUniversity,Shenzhen,China
KunLiu AdvancedInstituteofBigData,China
PublicationsCo-chairs
Radu-EmilPrecup PolitehnicaUniversityofTimisoara,Romania
WeiweiHu TencentCorporation,China
PublicityCo-chairs
EugeneSemenkin SiberianAerospaceUniversity,Russia
JunqiZhang TongjiUniversity,China
FinanceandRegistration Chairs
AndreasJanecek UniversityofVienna,Austria
SuichengGu GoogleCorporation,USA
ConferenceSecretariat
MaiyueChen PekingUniversity,Beijing,China
ProgramCommittee
MuhammadAbulaish SouthAsianUniversity,India
AbdelmalekAmine TaharMoulayUniversityofSaida,Algeria
SabriArik IstanbulUniversity,Turkey
NebojsaBacanin SingidunumUniversity,Serbia
CarmeloJ.A.BastosFilho UniversityofPernambuco,Brazil
MohamedBenAouicha UniversityofSfax,Tunisia
ChenyangBu HefeiUniversityofTechnology,China
WalterChen NationalTaipeiUniversityofTechnology,Taiwan
ShiCheng ShannxiNormalUniversity,China
ZeleiCheng PurdueUniversity,USA
KhaldoonDhou TexasA&MUniversity–CentralTexas,USA
YuxinDing HarbinInstituteofTechnology,Shenzhen,China
PhilippeFournier-Viger ShenzhenUniversity,China
HongyuanGao HarbinEngineeringUniversity,China
ShangceGao UniversityofToyama,Japan
WeifengGao XidianUniversity,China
XizhanGao UniversityofJinan,China
Organization ix
KeGu ChangshaUniversityofScienceandTechnology,
China
SalekulIslam UnitedInternationalUniversity,Bangladesh
RoshniIyer UniversityofCalifornia,LosAngeles,USA
ZiyuJia BeijingJiaotongUniversity,China
MingyanJiang ShandongUniversity,China
LovKumar BITSPilani,India
VivekKumar UniversitàdegliStudidiCagliari,Italy
GermanoLambert-Torres PSSolutions,USA
BinLi UniversityofScienceandTechnologyofChina,
China
XianghongLin NorthwestNormalUniversity,China
Jian-WeiLiu ChinaUniversityofPetroleum,Beijing,China
JuLiu ShandongUniversity,China
KunLiu AdvancedInstituteofBigData,China
QunfengLiu DongguanUniversityofTechnology,China
YiLiu PLAUniversityofScienceandTechnology,China
WenjianLuo HarbinInstituteofTechnology,Shenzhen,China
HaoyangMa NationalUniversityofDefenseTechnology,
China
LianboMa NortheastUniversity,China
ChengyingMao JiangxiUniversityofFinanceandEconomics,
China
SeyedfakhredinMusavishavazi UniversityofAppliedSciencesMittweida,
Germany
SreejaN.K. PSGCollegeofTechnology,India
QingjianNi SoutheastUniversity,China
NeelamadhabPadhy GIETUniversity,India
MarioPavone UniversityofCatania,Spain
YanPei UniversityofAizu,Japan
XinPeng HainanUniversity,China
MukeshPrasad UniversityofTechnologySydney,Australia
Radu-EmilPrecup PolitehnicaUniversityofTimisoara,Romania
FezanRasool LUMS,Pakistan
JitenSidhpura SardarPatelInstituteofTechnology,India
VrijendraSingh IndianInstituteofInformationTechnology,India
YingTan PekingUniversity,China
DanielTang InstituteofComputingTechnology,CAS,China
EvaTuba UniversityofBelgrade,Serbia
DujuanWang SichuanUniversity,China
GuoyinWang ChongqingUniversityofPostsand
Telecommunications,China