{"id":"https://openalex.org/W4213428921","doi":"https://doi.org/10.1109/tcds.2022.3153676","title":"Multistream 3-D Convolution Neural Network With Parameter Sharing for Human State Estimation","display_name":"Multistream 3-D Convolution Neural Network With Parameter Sharing for Human State Estimation","publication_year":2022,"publication_date":"2022-02-23","ids":{"openalex":"https://openalex.org/W4213428921","doi":"https://doi.org/10.1109/tcds.2022.3153676"},"language":"en","primary_location":{"id":"doi:10.1109/tcds.2022.3153676","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcds.2022.3153676","pdf_url":null,"source":{"id":"https://openalex.org/S2488537894","display_name":"IEEE Transactions on Cognitive and Developmental Systems","issn_l":"2379-8920","issn":["2379-8920","2379-8939"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Cognitive and Developmental Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5058936239","display_name":"Chin\u2010Teng Lin","orcid":"https://orcid.org/0000-0001-8371-8197"},"institutions":[{"id":"https://openalex.org/I114017466","display_name":"University of Technology Sydney","ror":"https://ror.org/03f0f6041","country_code":"AU","type":"education","lineage":["https://openalex.org/I114017466"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Chin-Teng Lin","raw_affiliation_strings":["Australian Artificial Intelligence Institute, Faculty of Engineering and Information Technology, University of Technology Sydney, Sydney, NSW, Australia"],"raw_orcid":"https://orcid.org/0000-0001-8371-8197","affiliations":[{"raw_affiliation_string":"Australian Artificial Intelligence Institute, Faculty of Engineering and Information Technology, University of Technology Sydney, Sydney, NSW, Australia","institution_ids":["https://openalex.org/I114017466"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100625092","display_name":"Jia Liu","orcid":"https://orcid.org/0000-0003-1415-1195"},"institutions":[{"id":"https://openalex.org/I114017466","display_name":"University of Technology Sydney","ror":"https://ror.org/03f0f6041","country_code":"AU","type":"education","lineage":["https://openalex.org/I114017466"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Jia Liu","raw_affiliation_strings":["Australian Artificial Intelligence Institute, Faculty of Engineering and Information Technology, University of Technology Sydney, Sydney, NSW, Australia"],"raw_orcid":"https://orcid.org/0000-0003-1415-1195","affiliations":[{"raw_affiliation_string":"Australian Artificial Intelligence Institute, Faculty of Engineering and Information Technology, University of Technology Sydney, Sydney, NSW, Australia","institution_ids":["https://openalex.org/I114017466"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021459594","display_name":"Chieh-Ning Fang","orcid":null},"institutions":[{"id":"https://openalex.org/I114017466","display_name":"University of Technology Sydney","ror":"https://ror.org/03f0f6041","country_code":"AU","type":"education","lineage":["https://openalex.org/I114017466"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Chieh-Ning Fang","raw_affiliation_strings":["Australian Artificial Intelligence Institute, Faculty of Engineering and Information Technology, University of Technology Sydney, Sydney, NSW, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Australian Artificial Intelligence Institute, Faculty of Engineering and Information Technology, University of Technology Sydney, Sydney, NSW, Australia","institution_ids":["https://openalex.org/I114017466"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112753518","display_name":"Shih-Ying Hsiao","orcid":null},"institutions":[{"id":"https://openalex.org/I148366613","display_name":"National Yang Ming Chiao Tung University","ror":"https://ror.org/00se2k293","country_code":"TW","type":"education","lineage":["https://openalex.org/I148366613"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Shih-Ying Hsiao","raw_affiliation_strings":["Brain Research Center, Institute of Electrical and Control Engineering, National Chiao Tung University, Hsinchu, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Brain Research Center, Institute of Electrical and Control Engineering, National Chiao Tung University, Hsinchu, Taiwan","institution_ids":["https://openalex.org/I148366613"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076932590","display_name":"Yu\u2010Cheng Chang","orcid":"https://orcid.org/0000-0001-9244-0318"},"institutions":[{"id":"https://openalex.org/I114017466","display_name":"University of Technology Sydney","ror":"https://ror.org/03f0f6041","country_code":"AU","type":"education","lineage":["https://openalex.org/I114017466"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Yu-Cheng Chang","raw_affiliation_strings":["Australian Artificial Intelligence Institute, Faculty of Engineering and Information Technology, University of Technology Sydney, Sydney, NSW, Australia"],"raw_orcid":"https://orcid.org/0000-0001-9244-0318","affiliations":[{"raw_affiliation_string":"Australian Artificial Intelligence Institute, Faculty of Engineering and Information Technology, University of Technology Sydney, Sydney, NSW, Australia","institution_ids":["https://openalex.org/I114017466"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100773301","display_name":"Yu\u2013Kai Wang","orcid":"https://orcid.org/0000-0001-8390-2664"},"institutions":[{"id":"https://openalex.org/I114017466","display_name":"University of Technology Sydney","ror":"https://ror.org/03f0f6041","country_code":"AU","type":"education","lineage":["https://openalex.org/I114017466"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Yu-Kai Wang","raw_affiliation_strings":["Australian Artificial Intelligence Institute, Faculty of Engineering and Information Technology, University of Technology Sydney, Sydney, NSW, Australia"],"raw_orcid":"https://orcid.org/0000-0001-8390-2664","affiliations":[{"raw_affiliation_string":"Australian Artificial Intelligence Institute, Faculty of Engineering and Information Technology, University of Technology Sydney, Sydney, NSW, Australia","institution_ids":["https://openalex.org/I114017466"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.7908,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.67140069,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":"15","issue":"1","first_page":"261","last_page":"271"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T11707","display_name":"Gaze Tracking and Assistive Technology","score":0.9973999857902527,"subfield":{"id":"https://openalex.org/subfields/1709","display_name":"Human-Computer Interaction"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11021","display_name":"ECG Monitoring and Analysis","score":0.996999979019165,"subfield":{"id":"https://openalex.org/subfields/2705","display_name":"Cardiology and Cardiovascular Medicine"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/overfitting","display_name":"Overfitting","score":0.877506673336029},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8185406923294067},{"id":"https://openalex.org/keywords/mean-squared-error","display_name":"Mean squared error","score":0.6371954679489136},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.5989902019500732},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.577019214630127},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5745929479598999},{"id":"https://openalex.org/keywords/convolution","display_name":"Convolution (computer science)","score":0.5402047634124756},{"id":"https://openalex.org/keywords/word-error-rate","display_name":"Word error rate","score":0.5003464221954346},{"id":"https://openalex.org/keywords/data-set","display_name":"Data set","score":0.49205249547958374},{"id":"https://openalex.org/keywords/channel","display_name":"Channel (broadcasting)","score":0.4385104477405548},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.43008702993392944},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.41943687200546265},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.41280823945999146},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4101041555404663},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.38860127329826355},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3339858651161194},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.3320488929748535},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.143804132938385},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.10436797142028809}],"concepts":[{"id":"https://openalex.org/C22019652","wikidata":"https://www.wikidata.org/wiki/Q331309","display_name":"Overfitting","level":3,"score":0.877506673336029},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8185406923294067},{"id":"https://openalex.org/C139945424","wikidata":"https://www.wikidata.org/wiki/Q1940696","display_name":"Mean squared error","level":2,"score":0.6371954679489136},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.5989902019500732},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.577019214630127},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5745929479598999},{"id":"https://openalex.org/C45347329","wikidata":"https://www.wikidata.org/wiki/Q5166604","display_name":"Convolution (computer science)","level":3,"score":0.5402047634124756},{"id":"https://openalex.org/C40969351","wikidata":"https://www.wikidata.org/wiki/Q3516228","display_name":"Word error rate","level":2,"score":0.5003464221954346},{"id":"https://openalex.org/C58489278","wikidata":"https://www.wikidata.org/wiki/Q1172284","display_name":"Data set","level":2,"score":0.49205249547958374},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.4385104477405548},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.43008702993392944},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.41943687200546265},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.41280823945999146},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4101041555404663},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.38860127329826355},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3339858651161194},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.3320488929748535},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.143804132938385},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.10436797142028809},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.0},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tcds.2022.3153676","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcds.2022.3153676","pdf_url":null,"source":{"id":"https://openalex.org/S2488537894","display_name":"IEEE Transactions on Cognitive and Developmental Systems","issn_l":"2379-8920","issn":["2379-8920","2379-8939"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Cognitive and Developmental Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1287172568","display_name":"AI-Human Empowered Team Decision-Making","funder_award_id":"DP220100803","funder_id":"https://openalex.org/F4320334704","funder_display_name":"Australian Research Council"},{"id":"https://openalex.org/G5240462080","display_name":null,"funder_award_id":"PP21-22.03.02","funder_id":"https://openalex.org/F4320331403","funder_display_name":"NSW Defence Innovation Network"},{"id":"https://openalex.org/G5669425141","display_name":null,"funder_award_id":"DINPP2019 S1-03/09","funder_id":"https://openalex.org/F4320331403","funder_display_name":"NSW Defence Innovation Network"},{"id":"https://openalex.org/G7009114323","display_name":"Brain Robot Interface for Physical Human Robot Collaboration","funder_award_id":"DP210101093","funder_id":"https://openalex.org/F4320334704","funder_display_name":"Australian Research Council"},{"id":"https://openalex.org/G8753690250","display_name":null,"funder_award_id":"ONRGNICOP- N62909-19-1-2058","funder_id":"https://openalex.org/F4320338298","funder_display_name":"Office of Naval Research Global"}],"funders":[{"id":"https://openalex.org/F4320331403","display_name":"NSW Defence Innovation Network","ror":null},{"id":"https://openalex.org/F4320334704","display_name":"Australian Research Council","ror":"https://ror.org/05mmh0f86"},{"id":"https://openalex.org/F4320338298","display_name":"Office of Naval Research Global","ror":"https://ror.org/00rk2pe57"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":59,"referenced_works":["https://openalex.org/W155481447","https://openalex.org/W1514535095","https://openalex.org/W1551271717","https://openalex.org/W1614862348","https://openalex.org/W1977876616","https://openalex.org/W1983364832","https://openalex.org/W1985261475","https://openalex.org/W2076374108","https://openalex.org/W2079838091","https://openalex.org/W2092259468","https://openalex.org/W2117539524","https://openalex.org/W2128495200","https://openalex.org/W2143419558","https://openalex.org/W2143612262","https://openalex.org/W2146182319","https://openalex.org/W2150590430","https://openalex.org/W2153125595","https://openalex.org/W2156303437","https://openalex.org/W2160815625","https://openalex.org/W2161381512","https://openalex.org/W2163069914","https://openalex.org/W2164114810","https://openalex.org/W2165698076","https://openalex.org/W2170986858","https://openalex.org/W2186843078","https://openalex.org/W2291961022","https://openalex.org/W2315796184","https://openalex.org/W2344549382","https://openalex.org/W2395579298","https://openalex.org/W2524399695","https://openalex.org/W2526479943","https://openalex.org/W2576990223","https://openalex.org/W2604319603","https://openalex.org/W2618530766","https://openalex.org/W2726279040","https://openalex.org/W2753709519","https://openalex.org/W2761540624","https://openalex.org/W2768629321","https://openalex.org/W2774696926","https://openalex.org/W2797723220","https://openalex.org/W2804757076","https://openalex.org/W2889669663","https://openalex.org/W2897591275","https://openalex.org/W2902969361","https://openalex.org/W2908954394","https://openalex.org/W2912073344","https://openalex.org/W2933411141","https://openalex.org/W2962949934","https://openalex.org/W2989131701","https://openalex.org/W3081155232","https://openalex.org/W3098796361","https://openalex.org/W3211773724","https://openalex.org/W4299518610","https://openalex.org/W6630875275","https://openalex.org/W6682132143","https://openalex.org/W6682864246","https://openalex.org/W6683906575","https://openalex.org/W6684372302","https://openalex.org/W6785353530"],"related_works":["https://openalex.org/W1574414179","https://openalex.org/W4362597605","https://openalex.org/W3009056573","https://openalex.org/W2922073769","https://openalex.org/W4297676672","https://openalex.org/W4281702477","https://openalex.org/W4378510483","https://openalex.org/W4376166922","https://openalex.org/W2490526372","https://openalex.org/W4221142204"],"abstract_inverted_index":{"The":[0,164],"large":[1],"amount":[2],"of":[3,66,76,146,195,200],"data":[4,92,99,104,111,141],"is":[5,86],"one":[6],"challenge":[7],"in":[8,12,41,157],"electroencephalogram":[9],"(EEG)":[10],"analysis,":[11],"which":[13,68],"the":[14,95,109,113,135,139,143,147,161,172,188,193,198],"channel":[15],"Two":[16,90],"Dimensional":[17,21,80],"(2-D),":[18],"time":[19],"One":[20],"(1-D),":[22],"and":[23,53,101,167,197],"spectral":[24],"(1-D)":[25],"are":[26,106],"generally":[27],"considered.":[28],"Convolutional":[29],"neural":[30],"networks":[31],"(CNNs)":[32],"have":[33,47],"drawn":[34],"much":[35],"attention":[36],"for":[37,60,88],"automatic":[38],"feature":[39],"learning":[40],"various":[42],"fields.":[43],"Meanwhile,":[44],"many":[45],"studies":[46],"demonstrated":[48],"integration":[49],"from":[50,184],"multiple":[51,207],"sources":[52],"decisions":[54],"could":[55],"boost":[56],"performance.":[57],"However,":[58],"CNN":[59,82,117,175],"EEG":[61,91,185],"analysis":[62],"usually":[63],"involves":[64],"millions":[65],"parameters,":[67],"easily":[69],"leads":[70],"to":[71,134,160],"overfitting.":[72],"A":[73],"new":[74],"model":[75,121,149,179],"a":[77],"multistream":[78,115,173],"Three":[79],"(3-D)":[81],"with":[83,118,176],"parameter":[84,119,177],"sharing":[85,120,178,189],"proposed":[87,114,148],"EEG.":[89],"sets:":[93],"1)":[94],"lane-keeping":[96],"task":[97],"(LKT)":[98],"set":[100,105],"2)":[102],"sleep":[103,140],"applied.":[107],"For":[108],"LKT":[110],"set,":[112,142],"3-D":[116,174],"achieves":[122],"0.5486":[123],"root-mean-square":[124],"error":[125,144,168],"(RMSE),":[126],"showing":[127,152],"improvement":[128,156],"by":[129,202],"at":[130,153],"least":[131,154],"2.77%":[132],"compared":[133,159],"other":[136,162],"approaches.":[137],"In":[138],"rate":[145,169],"was":[150],"24.65%,":[151],"10.28%":[155],"performance":[158],"methods.":[163],"lower":[165],"RMSE":[166],"show":[170],"that":[171],"efficiently":[180],"extracts":[181],"significant":[182],"features":[183],"data.":[186],"Moreover,":[187],"mechanism":[190],"even":[191],"reduces":[192],"risk":[194],"overfitting":[196],"number":[199],"parameters":[201],"comprehending":[203],"common":[204],"representations":[205],"among":[206],"streams.":[208]},"counts_by_year":[{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}