Human Brain and Artificial Intelligence: Third International Workshop, HBAI 2022, Held in Conjunction with IJCAI-ECAI 2022,Vienna, Austria, July 23, 2022 Revised Selected Papers PDF
Preview Human Brain and Artificial Intelligence: Third International Workshop, HBAI 2022, Held in Conjunction with IJCAI-ECAI 2022,Vienna, Austria, July 23, 2022 Revised Selected Papers
Xiaomin Ying (Ed.) Communications in Computer and Information Science 1692 Human Brain and Artificial Intelligence Third International Workshop, HBAI 2022, Held in Conjunction with IJCAI-ECAI 2022, Vienna, Austria, July 23, 2022 Revised Selected Papers Communications in Computer and Information Science 1692 EditorialBoardMembers JoaquimFilipe PolytechnicInstituteofSetúbal,Setúbal,Portugal AshishGhosh IndianStatisticalInstitute,Kolkata,India RaquelOliveiraPrates FederalUniversityofMinasGerais(UFMG),BeloHorizonte,Brazil LizhuZhou TsinghuaUniversity,Beijing,China Moreinformationaboutthisseriesathttps://link.springer.com/bookseries/7899 Xiaomin Ying (Ed.) Human Brain and Artificial Intelligence Third International Workshop, HBAI 2022, Held in Conjunction with IJCAI-ECAI 2022,Vienna, Austria, July 23, 2022 Revised Selected Papers Editor XiaominYing BeijingInstituteofBasicMedicalSciences Beijing,China ISSN 1865-0929 ISSN 1865-0937 (electronic) CommunicationsinComputerandInformationScience ISBN 978-981-19-8221-7 ISBN 978-981-19-8222-4 (eBook) https://doi.org/10.1007/978-981-19-8222-4 ©TheEditor(s)(ifapplicable)andTheAuthor(s),underexclusivelicense toSpringerNatureSingaporePteLtd.2023 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. 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Theregisteredcompanyaddressis:152BeachRoad,#21-01/04GatewayEast,Singapore189721,Singapore Preface TheInternationalWorkshoponHumanBrainandArtificialIntelligence(HBAI)endeav- ors to present and discuss original research at the intersection of brain and cognitive science, neural computation, artificial intelligence (AI), brain-computer interface, and datasciencealongwithitsapplications.ThisyearHBAIwasheldinconjunctionwith the31stInternationalJointConferenceonArtificialIntelligenceandthe23rdEuropean ConferenceonArtificialIntelligence(IJCAI-ECAI2022). Wereceivedmorethan20fullpapersubmissions,mostofwhichprovidedinterest- ing and valuable new insights related to human brain and artificial intelligence. Each submissionwassingle-blindlyreviewedbyatleastthreereviewers.Afterpeerreview, HBAI2022featured19contributionsthatwerecarefullyselectedfromallsubmissions. Thedifferenttopicsoftheacceptedpaperswerepresentedanddiscussedataone-day seminar.Toaidthediscussionofthoseinterestinginsightstheseminarwasdividedinto four sessions covering topics such as AI for brain-related data analysis, AI and brain interfaces,andbrain-relatedresearch. HBAI2022representedadiligenteffortfromresearchersintheareaofthehuman brain and AI. We are very grateful to the 104 authors that submitted their papers and to the 23 members of the Program Committee (PC), who invited reviewers, produced reviews, and participated in the decision-making process. The PC members, who are listedonthefollowingpage,wereabsolutelycriticaltotheworkshop’ssuccess. In addition to those who contributed to the content of HBAI 2022, we also want to thank the people dedicated to providing services for our one-day seminar. Guohua Dong, Yaowen Chen, Shuofeng Hu, Zhen He, Jinhui Shi, Runyan Liu, and Sijing An madesignificanteffortstosupportthisworkshopandtheydeserveabigthanks! OrganizingHBAI2022wasinterestingandchallengingworkforthecommittee,and wegreatlyhopethatallparticipantshadanunforgettabletimeaswedid. September2022 XiaominYing Organization GeneralChair XiaominYing BeijingInstituteofBasicMedicalSciences,China OrganizingCommittee XiaominYing BeijingInstituteofBasicMedicalSciences,China YiwenWang HongKongUniversityofScienceand Technology,China AnZeng GuangdongUniversityofTechnology,China YuanyuanMi ChongqingUniversity,China ProgramCommittee AmyWenxuanDing EmlyonBusinessSchool,France BoqingGong GoogleInc.,USA DaqingGuo UniversityofElectronicScienceandTechnology ofChina,China ZengcaiGuo TsinghuaUniversity,China YongHu UniversityofHongKong,China KunHuang IndianaUniversitySchoolofMedicine,USA WanzengKong HangzhouDianziUniversity,China ShurongLiu GlobalBiotechInc,USA YuanyuanMi ChongqingUniversity,China DanPan GuangzhouBenzhenNetworksTechnologyCo. Ltd.,China HuiShen NationalUniversityofDefenseTechnology, China YiyuShi UniversityofNorteDame,USA AniruddhaSinha TataConsultancyServices,India DongSong UniversityofSouthernCalifornia,USA XiaoweiSong SimonFraserUniversity,Canada HuajinTang ZhejiangUniversity,China JiminWang GoogleInc.,USA YalinWang ArizonaStateUniversity,USA YiwenWang HongKongUniversityofScienceand Technology,China MinpengXu TianjinUniversity,China viii Organization XiaominYing BeijingInstituteofBasicMedicalSciences,China AnZeng GuangdongUniversityofTechnology,China DaoqiangZhang NanjingUniversityofAeronauticsand Astronautics,China Contents AIforBrainRelatedDataAnalysis ClassificationofEEGSignalsBasedonGA-ELMOptimizationAlgorithm .... 3 WeiguoZhang, LinLu, AbdelkaderNasreddineBelkacem, JiaxinZhang,PenghaiLi,JunLiang,ChangmingWang,andChaoChen DelvingintoTemporal-SpectralConnectionsinSpike-LFPDecoding byTransformerNetworks ............................................... 15 HuaqinSun,YuQi,andYuemingWang A Mask Image Recognition Attention Network Supervised by Eye Movement ............................................................ 30 RongkaiZhang, LibinHou, RunnanLu, LinyuanWang, LiTong, YingZeng,andBinYan DFC-SNN: A New Approach for the Recognition of Brain States byFusingBrainDynamicsandSpikingNeuralNetwork .................... 39 YanCui, WuqueCai, TianyaoLong, HongzeSun, DezhongYao, andDaqingGuo DSNet:EEG-BasedSpatialConvolutionalNeuralNetworkforDetecting MajorDepressiveDisorder ............................................. 50 MinXia,YihanWu,DaqingGuo,andYangsongZhang SE-1DCNN-LSTM: A Deep Learning Framework for EEG-Based AutomaticDiagnosisofMajorDepressiveDisorderandBipolarDisorder ..... 60 ZiyuZhao,HuiShen,DewenHu,andKerangZhang EmotionRecognitionfromEEGUsingAll-ConvolutionResidualNeural Network ............................................................. 73 HongyuanXuan,JingLiu,PenghuiYang,GuanghuaGu,andDongCui SalientObjectDetectionwithFusionofRGBImageandEyeTrackingData ... 86 YageWu,YadiChen,andRuiZhang Multi-source Domain Adaptation Based on Data Selector with Soft Actor-Critic .......................................................... 99 QiquanCui,XuanyuJin,WeichenDai,andWanzengKong x Contents TransferLearningtoDecodeBrainStatesReflectingtheRelationship BetweenCognitiveTasks ............................................... 110 YouzhiQu, XinyaoJian, WenxinChe, PenghuiDu, KaiFu, andQuanyingLiu AIandBrainInterface BrainNetworkAnalysisofHandMotorExecutionandImageryBased onConditionalGrangerCausality ........................................ 125 YuqingHe,BinHao,AbdelkaderNasreddineBelkacem,JiaxinZhang, PenghaiLi,JunLiang,ChangmingWang,andChaoChen AHybridBrain-ComputerInterfaceforSmartCarControl .................. 135 NianmingBan,ChaoQu,DaqinFeng,andJiahuiPan ASpikingNeuralNetworkforBrain-ComputerInterfaceofFourClasses MotorImagery ........................................................ 148 YulinLi,HuiShen,andDewenHu VirtualDroneControlUsingBrain-ComputerInterfaceBasedonMotor ImageryBrainMagneticFields .......................................... 161 GaoboTan,JinmingGai,RuihanGuo,GuiyingZhang,QiangLin, andZhenghuiHu Brain Controlled Manipulator System Based on Improved Target DetectionandAugmentedRealityTechnology ............................. 172 YilingHuang,BanghuaYang,ZhaokunWang,YuanYao,MengdieXu, andXinxingXia Optimization of Stimulus Color for SSVEP-Based Brain-Computer InterfacesinMixedReality ............................................. 183 FengHe, JieyuWu, XiaolinXiao, RunyuanGao, WeiboYi, YuanfangChen,MinpengXu,Tzyy-PingJung,andDongMing BrainRelatedResearch WhiteMatterMaturationandHemisphericAsymmetryDuringChildhood BasedonChinesePopulation ............................................ 195 XuelianGe,JianWeng,XiaoHan,andFeiyanChen ADigitalGamingInterventionCombingMultitaskingandAlternating AttentionforADHD:APreliminaryStudy ................................ 208 JiahengWang,MengyiBao,WenyuLi,JiWang,KewenJiang,LinYao, andYuemingWang
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