Itosystemx

CommunicationsinComputerandInformationScience1142CommencedPublicationin2007FoundingandFormerSeriesEditors:PhoebeChen,AlfredoCuzzocrea,XiaoyongDu,OrhunKara,TingLiu,KrishnaM.
Sivalingam,Dominiklzak,TakashiWashio,XiaokangYang,andJunsongYuanEditorialBoardMembersSimoneDinizJunqueiraBarbosaPonticalCatholicUniversityofRiodeJaneiro(PUC-Rio),RiodeJaneiro,BrazilJoaquimFilipePolytechnicInstituteofSetúbal,Setúbal,PortugalAshishGhoshIndianStatisticalInstitute,Kolkata,IndiaIgorKotenkoSt.
PetersburgInstituteforInformaticsandAutomationoftheRussianAcademyofSciences,St.
Petersburg,RussiaLizhuZhouTsinghuaUniversity,Beijing,ChinaMoreinformationaboutthisseriesathttp://www.
springer.
com/series/7899TomGedeonKokWaiWongMinhoLee(Eds.
)NeuralInformationProcessing26thInternationalConference,ICONIP2019Sydney,NSW,Australia,December12–15,2019Proceedings,PartIV123EditorsTomGedeonAustralianNationalUniversityCanberra,ACT,AustraliaKokWaiWongMurdochUniversityMurdoch,WA,AustraliaMinhoLeeKyungpookNationalUniversityDaegu,Korea(Republicof)ISSN1865-0929ISSN1865-0937(electronic)CommunicationsinComputerandInformationScienceISBN978-3-030-36807-4ISBN978-3-030-36808-1(eBook)https://doi.
org/10.
1007/978-3-030-36808-1SpringerNatureSwitzerlandAG2019Thisworkissubjecttocopyright.
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ThisSpringerimprintispublishedbytheregisteredcompanySpringerNatureSwitzerlandAGTheregisteredcompanyaddressis:Gewerbestrasse11,6330Cham,SwitzerlandPrefaceWelcometotheproceedingsofthe26thInternationalConferenceonNeuralInformationProcessingoftheAsia-PacicNeuralNetworkSociety(APNNS2019),heldinSydneyduringDecember12–15,2019.
ThemissionoftheAsia-PacicNeuralNetworkSocietyistopromoteactiveinteractionsamongresearchers,scientists,andindustryprofessionalswhoareworkinginNeuralNetworksandrelatedeldsintheAsia-Pacicregion.
APNNS2019hadgoverningboardmembersfrom13countries/regions–Australia,China,HongKong,India,Japan,Malaysia,NewZealand,Singapore,SouthKorea,Qatar,Taiwan,Thailand,andTurkey.
Thesociety'sagshipannualconferenceistheInternationalConferenceofNeuralInformationProcessing(ICONIP).
Theconferencehadthreemainthemes:"TheoryandAlgorithms,""ComputationalandCognitiveNeurosciences,"and"HumanCentredComputingandApplications.
"ThetwoCCISvolumes1142–1143areorganizedintopicalsectionswhichwerealsothenamesofthe12-minutepresentationsessionsattheconference.
Thetopicswere"AdversarialNetworksandLearning,""ConvolutionalNeuralNetworks,""DeepNeuralNetworks,""EmbeddingsandFeatureFusion,""HumanCentredComputing,""HumanCentredComputingandMedicine,""HumanCentredComputingforEmo-tion,""HybridModels,""ArticialIntelligenceandCybersecurity,""ImageProcessingbyNeuralTechniques,""LearningfromIncompleteData,""ModelCompressionandOptimisation,""NeuralNetworkApplications,""NeuralNetworkModels,""SemanticandGraphBasedApproaches,""SocialNetworkComputing,""SpikingNeuronandRelatedModels,""TextComputingusingNeuralTechniques,""Time-seriesandRelatedModels,"and"UnsupervisedNeuralModels.
"ASpecialthanksinparticulartothereviewerswhodevotedtheirtimetoourrigorouspeer-reviewprocess.
Theirinsightfulreviewsandtimelyfeedbackensuredthehighqualityofthepapersacceptedforpublication.
Finally,thankyoutoalltheauthorsofpapers,presenters,andparticipantsattheconference.
Yoursupportandengagementmadeitallworthwhile.
October2019TomGedeonKokWaiWongMinhoLeeOrganizationTomGedeonTheAustralianNationalUniversity,Canberra,AustraliaKokWaiWongMurdochUniversity,Murdoch,AustraliaMinhoLeeKyungpookNationalUniversity,Daegu,Korea(Republicof)ProgramChairsTomGedeonTheAustralianNationalUniversity,AustraliaKokWaiWongMurdochUniversity,AustraliaMinhoLeeKyungpookNationalUniversity,Daegu,Korea(Republicof)ProgramCommitteeHusseinAbbassUNSWCanberra,AustraliaHosniAdilImadEddineBeijingInstituteofTechnology,ChinaShotaroAkahoAIST,JapanAlaaAl-KaysiUniversityofTechnology,Baghdad-Iraq,IraqBradleyAlexanderTheUniversityofAdelaide,AustraliaGeorgiosAlexandridisNationalTechnicalUniversityofAthens,GreeceUsmanAliShanghaiJiaoTongUniversity,ChinaAhmadAliShanghaiJiaoTongUniversity,ChinaAbdulrahmanAltahhanLeedsBeckettUniversity,UKMuhamadErzaAminantoNICT,JapanAliAnaissiTheUniversityofSydney,AustraliaKhairulAnamUniversityofJember,IndonesiaEmelArslanIstanbulUniversity,TurkeySunilAryalDeakinUniversity,AustraliaArnulfoAzcarragaDeLaSalleUniversity,PhilippinesDonglinBaiShanghaiJiaoTongUniversity,ChinaHongliangBaiBeijingFaceallTechnologyCo.
,Ltd.
,ChinaMehalaBalamuraliUniversityofSydney,AustraliaMohamadHardymanBarawiUniversitiMalaysiaSarawak,MalaysiaYounèsBennaniUniversitéParis13-SorbonneParisCité,FranceChristophBergmeirMonashUniversity,AustraliaGui-BinBianChineseAcademyofSciences,ChinaLarbiBoubchirUniversityofParis8,FranceAmelBouzeghoubTélécomSudParis,FranceCongboCaiXiamenUniversity,ChinaJianCaoShanghaiJiaotongUniversity,ChinaXiaocongChenTheUniversityofNewSouthWales,AustraliaJunshaChenUCAS,ChinaJunjieChenInnerMongoliaUniversity,ChinaQingcaiChenHarbinInstituteofTechnology(Shenzhen),ChinaGangChenVictoriaUniversityofWellington,NewZealandJunyaChenFudanUniversity,USADongChenWuhanUniversity,ChinaWeiyangChenQiluUniversityofTechnology,ChinaJianhuiChenInstituteofNeuroscience,ChineseAcademyofScience,ChinaGirijaChettyUniversityofCanberra,AustraliaSung-BaeChoYonseiUniversity,SouthKoreaChaikeshChouragadeIndianInstituteofScience,IndiaTanChuanqiTsinghuaUniversity,ChinaYukChungTheUniversityofSydney,AustraliaYounjinChungTheAustralianNationalUniversity,AustraliaTaoDaiTsinghuaUniversity,ChinaYongDaiHunanUniversity,ChinaPopescuDanUPB,RomaniaV.
SusheelaDeviIndianInstituteofScience,IndiaBettebghorDimitriExpleoGroup,FranceHaiDongRMITUniversity,AustraliaAnanDuUniversityofTechnologySydney,AustraliaPiotrDudaCzestochowaUniversityofTechnology,PolandPratikDuttaIITPatna,IndiaAsifEkbalIITPatna,IndiaMounimElYacoubiTélécomSudParis,FranceHaythamElghazelLIRISLab,FranceZhijieFangChineseAcademyofSciences,ChinaYuchunFangShanghaiUniversity,ChinaYongFengChongqingUniversity,ChinaRaulFernandezRojasUNSWCanberra,AustraliaJunjieFuSoutheastUniversity,ChinaBogdanGabrysUniversityofTechnologySydney,AustraliaJunbinGaoTheUniversityofSydney,AustraliaGuangweiGaoNanjingUniversityofPostsandTelecommunications,ChinaTomGedeonTheAustralianNationalUniversity,AustraliaAshishGhoshIndianStatisticalInstitute,IndiaHeitorMuriloGomesTheUniversityofWaikato,NewZealandIqbalGondalFederationUniversity,AustraliaYuriGordienkoNationalTechnicalUniversityofUkraine,UkraineRajuGottumukkalaUniversityofLouisianaatLafayette,USAJianpingGouJiangsuUniversity,ChinaXiaodongGuFudanUniversity,ChinaJoachimGudmundssonTheUniversityofSydney,AustraliaviiiOrganizationXianGuoNankaiUniversity,ChinaJunGuoEastChinaNormalUniversity,ChinaKatsuyukiHagiwaraMieUniversity,JapanSangchulHahnHandongGlobalUniversity,SouthKoreaAliHaidarTheUniversityofNewSouthWales,AustraliaRimHaidarTheUniversityofSydney,AustraliaFayalHamdiCEDRIC-CNAMParis,FranceMaissaHamoudaSETIT,TunisiaJiqingHanHarbinInstituteofTechnology,ChinaChansuHanNationalInstituteofInformationandCommunicationsTechnology,JapanTaoHanHubeiNormalUniversity,ChinaJeanBenoitHerouxIBMResearch-Tokyo,JapanHansikaHewamalageMonashUniversity,AustraliaMd.
ZakirHossainMurdochUniversity,AustraliaZexiHuTheUniversityofSydney,AustraliaShaohanHuTsinghuaUniversity,ChinaXiyuanHuChineseAcademyofSciences,ChinaGangHuAntFinancialServicesGroup,ChinaXinyiHuStateKeyLaboratoryofMathematicalEngineeringandAdvancedComputing,ChinaHanHuTsinghuaUniversity,ChinaYueHuangXiamenUniversity,ChinaShudongHuangUniversityofElectronicScienceandTechnologyofChina,ChinaKaizhuHuangXi'anJiaotongLiverpoolUniversity,ChinaYanhongHuangEastChinaNormalUniversity,ChinaXiaolinHuangShanghaiJiaoTongUniversity,ChinaChaoranHuangTheUniversityofNewSouthWales,AustraliaShin-YingHuangInstituteforInformationIndustry,TaiwanMohamedIbmKhedherIRTSystemX,FranceLorettaIchimUPB,RomaniaDavidAndreiIclanzanSapientiaUniversity,RomaniaKeiichiroInagakiChubuUniversity,JapanRaduIonescuUniversityofBucharest,RomaniaMasatoshiIshiiIBMResearch-Tokyo,JapanMasumiIshikawaKyushuInstituteofTechnology,JapanMegumiItoIBMResearch-Tokyo,JapanYiJiSoochowUniversity,ChinaSunJinguangLiaoningTechnicalUniversity,ChinaFrancoisJacquenetUniversityofLyon,FranceSeyedMohammadJafarJalaliDeakinUniversity,AustraliaZohaibMuhammadJanCentralQueenslandUniversity,AustraliaYasirJanMurdochUniversity,AustraliaNorbertJankowskiNicolausCopernicusUniversity,PolandOrganizationixSungmoonJeongKyungpookNationalUniversity,SouthKoreaXiaoyanJiangShanghaiUniversityofEngineeringScience,ChinaFeiJiangShanghaiJiaoTongUniversity,ChinaHoudaJmilaTélécomSudParis,FranceTaeJoonJunAsanMedicalCenter,SouthKoreaH.
M.
DipuKabirDeakinUniversity,AustraliaKyunghunKangKyungpookNationalUniversityHospital,SouthKoreaAsimKarimLahoreUniversityofManagementSciences,PakistanKathrynKasmarikUNSW@ADFA,AustraliaYuichiKatoriFutureUniversityHakodate,JapanImdadullahKhanLahoreUniversityofManagementScience,PakistanZubairKhanShanghaiJiaotongUniversity,ChinaNumanKhurshidLahoreUniversityofManagementSciences,PakistanMatloobKhushiTheUniversityofSydney,AustraliaShujiKijimaKyushuUniversity,JapanRheeManKilSungkyunkwanUniversity,SouthKoreaSangBumKimSeoulNationalUniversity,SouthKoreaMutsumiKimuraRyukokuUniversity,JapanEisukeKitaNagoyaUniversity,JapanSimonKocbekUniversityofTechnologySydney,AustraliaHisashiKogaUniversityofElectro-Communications,JapanTaoKongTsinghuaUniversity,ChinaNihelKooliSolocal,FranceIrenaKoprinskaTheUniversityofSydney,AustraliaMarcinKorytkowskiCzestochwaUniversityofTechnology,PolandPolychronisKoutsakisMurdochUniversity,AustraliaAneeshKrishnaCurtinUniversity,AustraliaLovKumarBITSPilaniHyderabadCampus,IndiaTakioKuritaHiroshimaUniversity,JapanShuichiKurogiKyushuInstituteofTechnology,JapanHamidLagaMurdochUniversity,AustraliaKeenanLeathamUniversityofDistrictofColumbia,USAXiaoqiangLiShanghaiUniversity,ChinaYantaoLiChongqingUniversity,ChinaRanLiShanghaiJiaotongUniversity,ChinaJiaweiLiTsinghuaUniversity,ChinaTaoLiPekingUniversity,ChinaLiLiSouthwestUniversity,ChinaXiaohongLiTianjinUniversity,ChinaYangLiTsinghuaUniversity,ChinaNanLiTianjinUniversity,ChinaMingxiaLiUniversityofElectronicScienceandTechnologyofChina,ChinaZhixinLiGuangxiNormalUniversity,ChinaZhipengLiTsinghuaUniversity,ChinaxOrganizationBohanLiNanjingUniversityofAeronauticsandAstronautics,ChinaMengmengLiZhengzhouUniversity,ChinaYaoyiLiShanghaiJiaoTongUniversity,ChinaYanjunLiBeijingInstituteofTechnology,ChinaMingLiLatrobeUniversity,AustraliaMingyongLiDonghuaUniversity,ChinaChengchengLiTianjinUniversity,ChinaXiaLiangUniversityofScienceandTechnology,ChinaAlanWee-ChungLiewGrifthUniversity,AustraliaChin-TengLinUTS,AustraliaZhengLinChineseAcademyofSciences,ChinaYangLinTheUniversityofSydney,AustraliaWeiLiuUniversityofTechnologySydney,AustraliaJiayangLiuTsinghuaUniversity,ChinaYunlongLiuXiamenUniversity,ChinaYiLiuZhejiangUniversityofTechnology,ChinaYeLiuNanjingUniversityofPostsandTelecommunications,ChinaZhileiLiuTianjinUniversity,ChinaZhengLiuNanjingUniversityofPostsandTelecommunications,ChinaChengLiuCityUniversityofHongKong,HongKong,ChinaLinfengLiuNanjingUniversityofPostsandTelecommunications,ChinaBaopingLiuIIE,ChinaGuipingLiuHetaoCollege,ChinaHuanLiuXi'anJiaotongUniversity,ChinaGongshenLiuShanghaiJiaoTongUniversity,ChinaZhi-YongLiuInstituteofAutomation,ChineseAcademyofScienceFanLiuBeijingAntFinancialServicesInformationServiceCo.
,Ltd.
,ChinaZhi-WeiLiuHuazhongUniversityofScienceandTechnology,ChinaChuKiongLooUniversityofMalaya,MalaysiaXuequanLuDeakinUniversity,AustraliaHuiminLuKyushuInstituteofTechnology,JapanBiaoLuNankaiUniversity,ChinaQunLuYanchengInstituteofTechnology,ChinaBao-LiangLuShanghaiJiaoTongUniversity,ChinaShenLuTheUniversityofSydney,AustraliaJunyuLuUniversityofElectronicScienceandTechnologyofChina,ChinaZhengdingLuoPekingUniversity,ChinaYunLuoShanghaiJiaoTongUniversity,ChinaXiaoqingLyuPekingUniversity,ChinaOrganizationxiKavithaMSHiroshimaUniversity,JapanWanliMaUniversityofCanberra,AustraliaJinwenMaPekingUniversity,ChinaSupriyoMandalIndianInstituteofTechnologyPatna,IndiaSukanyaMannaSantaClaraUniversity,USABasarabMateiUniversityParis13,FranceJimsonMathewIITPatna,IndiaToshihikoMatsukaChibaUniversity,JapanTimothyMcIntoshLaTrobeUniversity,AustraliaPhilipMehrgardtTheUniversityofSydney,AustraliaJingjieMoChineseAcademyofSciences,ChinaSeyedSahandMohammadiZiabariVrijeUniversiteitAmsterdam,TheNetherlandsRaqMohammedMurdochUniversity,AustraliaBonaventureMolokwuUniversityofWindsor,CanadaMaramMonshiTheUniversityofSydney,AustraliaAjitNarayananAucklandUniversityofTechnology,NewZealandMehdiNeshatAdelaideUniversity,AustraliaAnetaNeumannTheUniversityofAdelaide,AustraliaFrankNeumannTheUniversityofAdelaide,AustraliaDangNguyenUniversityofCanberra,AustraliaThanhNguyenRobertGordonUniversity,UKTienDungNguyenUniversityofTechnologySydney,AustraliaThiThuThuyNguyenGrifthUniversity,AustraliaBodaNingRMITUniversity,AustraliaRogerNkambouUqam,CanadaAkiyoNomuraIBMResearch-Tokyo,JapanAnupiyaNugaliyaddeMurdochUniversity,AustraliaAtsuyaOkazakiIBMResearch,JapanJonathanOliverTrendmicro,AustraliaToshiakiOmoriKobeUniversity,JapanTakashiOmoriTamagawaUniversity,JapanShihYinOoiMultimediaUniversity,MalaysiaSeiichiOzawaKobeUniversity,JapanHuanPanNingxiaUniversity,ChinaPaulPangUnitecInstituteofTechnology,NewZealandShuchaoPangMacquarieUniversity,AustraliaKitsuchartPasupaKingMongkut'sInstituteofTechnologyLadkrabang,ThailandJagdishPatraSwinburneUniversityofTechnology,AustraliaCuongPhamGrifthUniversity,AustraliaMukeshPrasadUniversityofTechnologySydney,AustraliaYuQiaoShanghaiJiaoTongUniversityFenoHeriniainaRabevohitraChongqingUniversity,ChinaSutharshanRajasegararDeakinUniversity,AustraliaxiiOrganizationMdMashudRanaCSIRO,AustraliaMdMamunurRashidCQUniversity,AustraliaPengjuRenXi'anJiaotongUniversity,ChinaRimRomdhaneDevoteam,FranceYiRongWuhanUniversityofTechnology,ChinaLeszekRutkowskiCzestochowaUniversityofTechnology,PolandFarizaSabrinaCQU,AustraliaNaveenSainiIndianInstituteofTechnologyPatna,IndiaToshimichiSaitoHoseiUniversity,JapanMichelSalomonUniversityofBourgogneFranche-Comté,FranceToshikazuSamuraYamaguchiUniversity,JapanNaoyukiSatoFutureUniversityHakodate,JapanRavindraSavangouderSwinburneUniversityofTechnology,AustraliaRafalSchererCzestochowaUniversityofTechnology,PolandErichSchikutaUniversityofVienna,AustriaFatimaSeemeMonashUniversity,AustraliaFengShaTheUniversityofSydney,AustraliaJieShaoUniversityofElectronicScienceandTechnology,ChinaQiSheIntelLabsChina,ChinaMichaelShengMacquarieUniversity,AustraliaJinhuaShengHangzhouDianziUniversity,ChinaIksooShinKoreaInstituteofScienceandTechnologyInformation,SouthKoreaMohdFairuzShiratuddinMurdochUniversity,AustraliaHayaruShounoUniversityofElectro-Communications,JapanSarahAliSiddiquiMacquarieUniversity,AustraliaKatherineSilversidesTheUniversityofSydney,AustraliaJiriSimaCzechAcademyofSciences,CzechRepublicChiranjibiSitaulaDeakinUniversity,AustraliaMarekmiejaJagiellonianUniversity,PolandFerdousSohelMurdochUniversity,AustraliaAneeshSrivallabhChivukulaUniversityofTechnologySydney,AustraliaXiangdongSuInnerMongoliaUniversity,ChinaJérémieSublimeISEP,FranceLiangSunUniversityofScienceandTechnologyBeijing,ChinaLaszloSzilagyiObudaUniversity,HungaryTakeshiTakahashiNationalInstituteofInformationandCommunicationsTechnology,JapanHakaruTamukohKyushuInstituteofTechnology,JapanLeonardTanUniversityofSouthernQueensland,AustraliaGouheiTanakaTheUniversityofTokyo,JapanMaolinTangQueenslandUniversityofTechnology,AustraliaSelvarajahThuseethanDeakinUniversity,AustraliaDatTranUniversityofCanberra,AustraliaOrganizationxiiiOanhTranVietnamNationalUniversity,VietnamEnmeiTuShanghaiJiaoTongUniversity,ChinaHiroakiUchidaHoseiUniversity,JapanShinsukeUdaKyushuUniversity,JapanBrijeshVermaCentralQueenslandUniversity,AustraliaChaokunWangTsinghuaUniversity,ChinaXiaolianWangChineseAcademyofSciences,ChinaZeyuanWangTheUniversityofSydney,AustraliaDongWangHunanUniversity,ChinaQiufengWangXi'anJiaotong-LiverpoolUniversity,ChinaChenWangInstituteofAutomation,ChineseAcademyofSciences,ChinaJueWangBIT,ChinaXiaokangWangBeihangUniversity,ChinaZhenhuaWangZhejiangUniversityofTechnology,ChinaZexianWangShanghaiJiaoTongUniversity,ChinaLijieWangUniversityofMacau,Macau,ChinaDingWangChineseAcademyofSciences,ChinaPeijunWangAnhuiNormalUniversity,ChinaYaqingWangHKUST,ChinaZhengWangSouthwestUniversity,ChinaShuoWangMonashUniversityandCSIRO,AustraliaShi-LinWangShanghaiJiaotongUniversity,ChinaYu-KaiWangUniversityofTechnologySydney,AustraliaWeiqunWangInstituteofAutomation,ChineseAcademyofSciences,ChinaYoshikazuWashizawaUniversityofElectro-Communications,JapanChihiroWatanabeNTTCommunicationScienceLaboratories,JapanMichaelWattsAucklandInstituteofStudies,NewZealandYanlingWeiUniversityofLeuven,BelgiumHongxiWeiInnerMongoliaUniversity,ChinaKokWaiWongMurdochUniversity,AustraliaMarcinWoniakSilesianUniversityofTechnology,PolandDongruiWuHuazhongUniversityofScienceandTechnology,ChinaHuijunWuTheUniversityofNewSouthWales,AustraliaFeiWuNanjingUniversityofPostsandTelecommunications,ChinaWeiWuInnerMongoliaUniversity,ChinaWeibinWuChineseUniversityofHongKong,HongKong,ChinaGuoqiangXiaoShanghaiJiaoTongUniversity,ChinaShiXiaohuaShanghaiJiaoTongUniversity,ChinaZhenchangXingAustralianNationalUniversity,AustraliaJianhuaXuNanjingNormalUniversity,ChinaHualiXuInnerMongoliaUniversity,ChinaPengXuJiangnanUniversity,ChinaxivOrganizationGuoxiaXuHohaiUniversity,ChinaJiamingXuInstituteofAutomation,ChineseAcademyofSciences,ChinaQingXuTianjinUniversity,ChinaLiXueweiTianjinUniversity,ChinaToshiyukiYamaneIBM,JapanHaiqinYangHangSengUniversityofHongKong,HongKong,ChinaBoYangUniversityofElectronicScienceandTechnologyofChina,ChinaWeiYangUniversityofScienceandTechnologyofChina,ChinaXiYangXi'anJiaotong-LiverpoolUniversity,ChinaChunYangUniversityofScienceandTechnologyBeijing,ChinaDeyinYaoGuangdongUniversityofTechnology,ChinaYinghuaYaoSouthernUniversityofScienceandTechnology,ChinaYuanYaoTsinghuaUniversity,ChinaLinaYaoTheUniversityofNewSouthWales,AustraliaWenbinYaoBeijingKeyLaboratoryofIntelligentTelecommunicationsSoftwareandMultimedia,ChinaXu-ChengYinUniversityofScienceandTechnologyBeijing,ChinaXiaohanYuGrifthUniversity,AustraliaYongYuanChineseAcademyofScience,ChinaYeYuanSouthwestUniversity,ChinaYun-HaoYuanYangzhouUniversity,ChinaXiaodongYueShanghaiUniversity,ChinaSeidMiadZandaviTheUniversityofSydney,AustraliaDarenZhaChineseAcademyofSciences,ChinaYanZhangTianjinUniversity,ChinaXiaoZhangHuazhongUniversityofScienceandTechnology,ChinaYifanZhangCSIRO,AustraliaWeiZhangTheUniversityofAdelaide,AustraliaLinZhangBeijingInstituteofTechnology,ChinaYifeiZhangUniversityofChineseAcademyofSciences,ChinaHuishengZhangDalianMaritimeUniversity,ChinaGaoyanZhangTianjinUniversity,ChinaLimingZhangUniversityofMacau,Macau,ChinaXiangZhangTheUniversityofNewSouthWales,AustraliaYurenZhangBytedance.
com,ChinaJianhuaZhangZhejiangUniversityofTechnology,ChinaDalinZhangTheUniversityofNewSouthWales,AustraliaBoZhaoBeijingNormalUniversity,ChinaJingZhaoEastChinaNormalUniversity,ChinaBaojiangZhongSoochowUniversity,ChinaGuoqiangZhongOceanUniversity,ChinaOrganizationxvCaimingZhongNingboUniversity,ChinaJinghuiZhongSouthChinaUniversityofTechnology,ChinaMingyangZhongCQU,AustraliaXinyuZhouJiangxiNormalUniversity,ChinaJieZhouShenzhenUniversity,ChinaYuanpingZhuTianjinNormalUniversity,ChinaLeiZhuLingnanNormalUniversity,ChinaChaoZhuUniversityofScienceandTechnologyBeijing,ChinaXiaobinZhuUniversityofScienceandTechnologyBeijing,ChinaDengyaZhuCurtinUniversity,AustraliaYuanZongSoutheastUniversity,ChinaFutaiZouShanghaiJiaoTongUniversity,ChinaxviOrganizationContents–PartIVAdversarialNetworksandLearningAdversarialDeepLearningwithStackelbergGames3AneeshSreevallabhChivukula,XinghaoYang,andWeiLiuEnhanceFeatureRepresentationofDualNetworksforAttributePrediction.
.
.
.
13YuchunFang,YiluCao,WeiZhang,andQiulongYuanDataAugmentinImbalancedLearningBasedonGenerativeAdversarialNetworks21ZhuochengZhou,BofengZhang,YingLv,TianShi,andFurongChangADeepLearningSchemeforExtractingPedestrian-ParcelTuplesfromVideos31TongtongWu,XuZhang,andFuqingDuanSupportMatching:ANovelRegularizationtoEscapefromModeCollapseinGANs40YinghuaYao,YuangangPan,IvorW.
Tsang,andXinYaoPatch-BasedGenerativeAdversarialNetworkTowardsRetinalVesselSegmentation49WaseemAbbas,MuhammadHaroonShakeel,NumanKhurshid,andMurtazaTajAGradient-BasedAlgorithmtoDeceiveDeepNeuralNetworks57TianyingXieandYantaoLiWritingStyleAdversarialNetworkforHandwrittenChineseCharacterRecognition66HuanLiu,ShujingLyu,HongjianZhan,andYueLuRecoveringSuper-ResolutionGenerativeAdversarialNetworkforUnderwaterImages75YangChen,JinxuanSun,WencongJiao,andGuoqiangZhongConvolutionalNeuralNetworksHierarchicalAttentionCNNandEntity-AwareforRelationExtraction.
87XinyuZhu,GongshenLiu,andBoSuFaultTolerantBroadLearningSystem.
95MuideenAdegoke,Chi-SingLeung,andJohnSumGroupLoss:AnEfficientStrategyforSalientObjectDetection104YikaiHuaandXiaodongGuPPGCN:AMessageSelectionBasedApproachforGraphClassification.
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.
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112XinyangLiu,ZhengLiu,andYanwenQuMulti-taskTemporalConvolutionalNetworkforPredictingWaterQualitySensorData122Yi-FanZhang,PeterJ.
Thorburn,andPeterFitchCNN-LSTMNeuralNetworksforAnomalousDatabaseIntrusionDetectioninRBAC-AdministeredModel131Tae-YoungKimandSung-BaeChoMC-HDCNN:ComputingtheStereoMatchingCostwithaHybridDilatedConvolutionalNeuralNetwork140YunhongLiuandYizhuHuangConvolutionalNeuralNetworktoDetectThoraxDiseasesfromMulti-viewChestX-Rays148MaramMahmoudA.
Monshi,JosiahPoon,andVeraChungVisualSpeakerAuthenticationbyaCNN-BasedSchemewithDiscriminativeSegmentAnalysis159JiahuiSun,ShilinWang,andQuanhaiZhangIntrusionDetectionUsingTemporalConvolutionalNetworks168ZhipengLi,ZhengQin,PengboShen,andLiuJiangEmpiricalStudyofEasyandHardExamplesinCNNTraining.
179IkkiKishidaandHidekiNakayamaGCNDA:GraphConvolutionalNetworkswithDualAttentionMechanismsforAspectBasedSentimentAnalysis.
189JunjieChen,HongxuHou,JingGao,YatuJi,TiangangBai,andYiJingAWindPowerPredictionMethodBasedonDeepConvolutionalNetworkwithMultipleFeatures.
198ShizhanChen,BoYou,XueweiLi,MeiYu,JianYu,ZhuoZhang,JieGao,ZhiqiangLiu,andRuiguoYuSimpleConvNetBasedonBagofMLP-BasedLocalDescriptors207TakumiKobayashi,HidenoriIde,andKenjiWatanabeConvolutionalLSTM:ADeepLearningMethodforMotionIntentionRecognitionBasedonSpatiotemporalEEGData.
216ZhijieFang,WeiqunWang,andZeng-GuangHouxviiiContents–PartIVDeepNeuralNetworksADeepNeuralNetworkModelforRatingPredictionBasedonMulti-layerPredictionandMulti-granularityLatentFeatureVectors227BoYang,QilinMu,HairuiZou,YanchengZeng,Hau-SanWong,ZesongLi,andPengWangLSPM:JointDeepModelingofLong-TermPreferenceandShort-TermPreferenceforRecommendation237JieChen,LifenJiang,HuazhiSun,ChunmeiMa,ZekangLiu,andDakeZhaoHowWeAchievedaProductionReadySlotFillingDeepNeuralNetworkWithoutInitialNaturalLanguageData.
247FranoisTorregrossa,NihelKooli,RobinAllesiardo,andErwanPigneulSwarmIntelligenceBasedEnsembleLearningofDeepNeuralNetworks.
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256TaoLiandJinwenMaDSMRSeg:Dual-StageFeaturePyramidandMulti-RangeContextAggregationforReal-TimeSemanticSegmentation265MingdongYangandYingShiSafetyandRobustnessofDeepNeuralNetworksObjectRecognitionUnderGenericAttacks.
274MallekMziouSallami,MohamedIbnKhedher,AsmaTrabelsi,SamyKerboua-Benlarbi,andDimitriBettebghorDeepNeuralNetworkHyperparameterOptimizationwithOrthogonalArrayTuning287XiangZhang,XiaocongChen,LinaYao,ChangGe,andManqingDongImprovingtheIdentificationofCodeSmellsbyCombiningStructuralandSemanticInformation296MounaHadj-KacemandNadiaBouassidaLearnableGaborConvolutionalNetworks305GuoqiangZhong,WeiGao,WencongJiao,BiaoShen,andDongdongXiaDeepAutoencoderonPersonalizedFacetSelection314SiripinyoChantamunee,KokWaiWong,andChunCheFungAttention-BasedDeepQ-NetworkinComplexSystems323KunNi,DanningYu,andYunlongLiuContents–PartIVxixEffectofDataAugmentationandLungMaskSegmentationforAutomatedChestRadiographInterpretationofSomeLungDiseases333PengGang,WeiZeng,YuriGordienko,YuriyKochura,OlegAlienin,OleksandrRokovyi,andSergiiStirenkoAComparisonStudyofDeepLearningTechniquestoIncreasetheSpatialResolutionofPhoto-RealisticImages.
341AndrewM.
ShackletonandAbdulrahmanM.
AltahhanEmbeddingsandFeatureFusionARobustEmbeddingforAttributedNetworkswithOutliers.
351ChengZhang,LeZhang,YuanyeHe,andDarenZhaPayAttentiontoDeepFeatureFusioninCrowdDensityEstimation363HuiminGuo,FujinHe,XinCheng,XinghaoDing,andYueHuangKnowledgeReuseofLearningAgentBasedonFactorInformationofBehavioralRules.
371FumiakiSatohCommunityBasedNodeEmbeddingsforNetworks.
380P.
MeghashyamandV.
SusheelaDeviCodeGenerationfromSupervisedCodeEmbeddings388HanHu,QiuyuanChen,andZhaoyiLiuComNE:ReinforcingNetworkEmbeddingwithCommunityLearning397AhmedFathyandKanLiD2PLS:ANovelBilinearMethodforFacialFeatureFusion.
406Yun-HaoYuan,LiZhu,YunLi,JipengQiang,BinLi,JianpingGou,andChaofengLiLearningNetworkRepresentationviaEgo-Network-LevelRelationship414BenchengYanandShengleiHuangHumanCentredComputingDMCM:ADeepMulti-ChannelModelforDynamicMovieRecommendation425XinyiWang,MinGao,ZhenniLu,ZongweiWang,JunweiZhang,andYiZhangDancetoMusicExpressively:ABrain-InspiredSystemBasedonAudio-SemanticModelforCognitiveDevelopmentofRobots433DengjuLi,RuiYan,XiaoliangXu,andHuajinTangxxContents–PartIVIdentifyingEEGResponsesModulatedbyWorkingMemoryLoadsfromWeightedPhaseLagIndexBasedFunctionalConnectivityMicrostates441LiZhang,BoShi,MingnaCao,SaiZhang,YimingDai,andYanmeiZhuCombiningFisheyeCamerawithOdometerforAutonomousParking450DonglinBaiandJianboSuDeepLearningandStatisticalModelsforTime-CriticalPedestrianBehaviourPrediction458JoelJanekDabrowski,JohanPieterdeVilliers,AshfaqurRahman,andConradBeyersMulti-classHumanBodyParsingwithEdge-EnhancementNetwork466XiHuang,KeyuWu,GangHu,andJieShaovUBM:AVariationalUniversalBackgroundModelforEEG-BasedPersonAuthentication478HuyenTran,DatTran,WanliMa,andPhuocNguyenPassengerDemographicAttributesPredictionforHuman-CenteredPublicTransport486CanLi,LeiBai,WeiLiu,LinaYao,andS.
TravisWallerSpontaneousEEGClassificationUsingComplexValuedNeuralNetwork.
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495AkiraIkedaandYoshikazuWashizawaTongueCoatingClassificationBasedonMultiple-InstanceLearningandDeepFeatures.
504XiaoqiangLi,YonghuiTang,andYueSunMachineLearningBasedTrustModelforMisbehaviourDetectioninInternet-of-Vehicles512SarahAliSiddiqui,AdnanMahmood,WeiEmmaZhang,andQuanZ.
ShengTowardtheOntology-BasedSecurityVerificationandValidationModelfortheVehicularDomain.
521AbdelkaderMagdyShaaban,ChristophSchmittner,GeraldQuirchmayr,A.
BaithMohamed,ThomasGruber,andErichSchikutaEncephalographicAssessmentofSituationAwarenessinTeleoperationofHuman-SwarmTeaming.
530RaulFernandezRojas,EssamDebie,JustinFidock,MichaelBarlow,KathrynKasmarik,SreenathaAnavatti,MatthewGarratt,andHusseinAbbassContents–PartIVxxiAdaptiveEstimationofHuman-RobotInteractionForceforLowerLimbRehabilitation540XuLiang,WeiqunWang,ZengguangHou,ShixinRen,JiaxingWang,WeiguoShi,andTingtingSuEffectofIncompleteMemorizationinaComputationalModelofHumanCognition548ToshihikoMatsuka,YoshikoKawabbatas,andKuangzheXuHumanCentredComputingandMedicineDecodingActionObservationUsingComplexBrainNetworksfromSimultaneouslyRecordedEEG-fNIRSSignals.
559Yi-chuanJiang,PengWang,HuiLiu,andShengGeCharacterizingandIdentifyingAutismDisorderUsingRegionalConnectivityPatternsandExtremeGradientBoostingClassifier570ThomasM.
Epalle,YuqingSong,HuLu,andZheLiuTP-ADMM:AnEfficientTwo-StageFrameworkforTrainingBinaryNeuralNetworks.
580YongYuan,ChenChen,XiyuanHu,andSilongPengFastandAccurateLungTumorSpottingandSegmentationforBoundaryDelineationonCTSlicesinaCoarse-to-FineFramework.
589ShuchaoPang,AnanDu,XiaoliHe,JorgeDíez,andMehmetA.
OrgunExplorationofDifferentAttentionMechanismsonMedicalImageSegmentation598JieTian,KaijieWu,KaiMa,HaoCheng,andChaochengGuMachineLearningBasedMethodforHuntington'sDiseaseGaitPatternRecognition607XiuyuHuang,MatloobKhushi,MarkLatt,ClementLoy,andSimonK.
PoonResearchonDeepLearning-BasedIntelligentDiagnosisAlgorithmsforOCTMedicalImagesofMacularEdema615ZiweiLi,XuesongZhao,AiruYin,ChuyangGuo,andLiChenUsing(Automated)MachineLearningandDrugPrescriptionRecordstoPredictMortalityandPolypharmacyinOlderType2DiabetesMellitusPatients624SimonKocbek,PrimozKocbek,TinaZupanic,GregorStiglic,andBogdanGabrysDeepVisionSystemforClinicalGaitAnalysisinandOutofHospital633HosangYu,KyunghunKang,SungmoonJeong,andJaechanParkxxiiContents–PartIVHumanCentredComputingforEmotionRecognizingFacialExpressionsofOccludedFacesUsingConvolutionalNeuralNetworks.
645Mariana-IulianaGeorgescuandRaduTudorIonescuAnalysisofKeyFacePartstoDetectEmotionalExpressionUsingaNeuralNetworkModel.
654KatsukiIzumi,OsamuAraki,andTomokazuUrakawaMulti-taskGatedContextualCross-ModalAttentionFrameworkforSentimentandEmotionAnalysis662SuyashSangwan,DushyantSinghChauhan,Md.
ShadAkhtar,AsifEkbal,andPushpakBhattacharyyaACross-CultureStudyonMultimodalEmotionRecognitionUsingDeepLearning670LuGan,WeiLiu,YunLuo,XunWu,andBao-LiangLuTime-FrequencyDeepRepresentationLearningforSpeechEmotionRecognitionIntegratingSelf-attention681JiaxingLiu,ZhileiLiu,LongbiaoWang,LiliGuo,andJianwuDangSparseGraphicAttentionLSTMforEEGEmotionRecognition690SuyuanLiu,WenmingZheng,TengfeiSong,andYuanZongDynamicFacialStressRecognitioninTemporalConvolutionalNetwork.
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698SidongFengAComparisonofCasPerAgainstOtherMLTechniquesforStressRecognition707JackMichaelHardingSekoranjaHybridModelsOnExplainableFlexibleFuzzyRecommenderandItsPerformanceEvaluationUsingtheAkaikeInformationCriterion717TomaszRutkowski,Krystianapa,MaciejJaworski,RadosawNielek,andDanutaRutkowskaAHybridEvolutionaryAlgorithmwithTabooandCompetitionStrategiesforMinimumVertexCoverProblem725GangYang,DaopengWang,andJiepingXuAntColonySystemforCarpoolServiceProblemwithHighSeatingCapacity733Zhi-MinHuang,Wei-NengChen,WenShi,andXiao-MinHuContents–PartIVxxiiiEnhancingArtificialBeeColonyAlgorithmwithDirectionalInformation.
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741QiyuCai,XinyuZhou,AnquanJie,MaoshengZhong,andMingwenWangUsingEvolutionaryAlgorithmsforHyperparameterTuningandNetworkReductionTechniquestoClassifyCorePorosityClassesBasedonPetrographicalDescriptions750TommyLiuandJoPlestedUsinganEvolutionaryAlgorithmtoOptimizetheHyper-parametersofaCascadingNeuralNetwork758AngusVosandJoPlestedArtificialIntelligenceandCybersecurityInstructionCognitiveOne-ShotMalwareOutbreakDetection769SeanPark,IqbalGondal,JoarderKamruzzaman,andJonOliverAuthorIndex779xxivContents–PartIV