{"id":"https://openalex.org/W4405709623","doi":"https://doi.org/10.1109/iscslp63861.2024.10800020","title":"Robustness and Generalization Capability Validation of Convolutional Neural Network on a Chinese EEG Auditory Attention Decoding Dataset","display_name":"Robustness and Generalization Capability Validation of Convolutional Neural Network on a Chinese EEG Auditory Attention Decoding Dataset","publication_year":2024,"publication_date":"2024-11-07","ids":{"openalex":"https://openalex.org/W4405709623","doi":"https://doi.org/10.1109/iscslp63861.2024.10800020"},"language":"en","primary_location":{"id":"doi:10.1109/iscslp63861.2024.10800020","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iscslp63861.2024.10800020","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE 14th International Symposium on Chinese Spoken Language Processing (ISCSLP)","raw_type":"proceedings-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/A5100710887","display_name":"Yuanming Zhang","orcid":"https://orcid.org/0000-0002-0100-0219"},"institutions":[{"id":"https://openalex.org/I4210099069","display_name":"Institute of Acoustics","ror":"https://ror.org/00v8rqv75","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210099069"]},{"id":"https://openalex.org/I881766915","display_name":"Nanjing University","ror":"https://ror.org/01rxvg760","country_code":"CN","type":"education","lineage":["https://openalex.org/I881766915"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yuanming Zhang","raw_affiliation_strings":["Nanjing University,Key Laboratory of Modern Acoustics,Nanjing"],"affiliations":[{"raw_affiliation_string":"Nanjing University,Key Laboratory of Modern Acoustics,Nanjing","institution_ids":["https://openalex.org/I4210099069","https://openalex.org/I881766915"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Zeyan Song","orcid":null},"institutions":[{"id":"https://openalex.org/I4210099069","display_name":"Institute of Acoustics","ror":"https://ror.org/00v8rqv75","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210099069"]},{"id":"https://openalex.org/I881766915","display_name":"Nanjing University","ror":"https://ror.org/01rxvg760","country_code":"CN","type":"education","lineage":["https://openalex.org/I881766915"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zeyan Song","raw_affiliation_strings":["Nanjing University,Key Laboratory of Modern Acoustics,Nanjing"],"affiliations":[{"raw_affiliation_string":"Nanjing University,Key Laboratory of Modern Acoustics,Nanjing","institution_ids":["https://openalex.org/I4210099069","https://openalex.org/I881766915"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025576696","display_name":"Haoliang Du","orcid":null},"institutions":[{"id":"https://openalex.org/I4210111013","display_name":"Nanjing Drum Tower Hospital","ror":"https://ror.org/026axqv54","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210111013"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haoliang Du","raw_affiliation_strings":["the Affiliated Hospital of Nanjing University Medical School,Jiangsu Provincial Key Medical Discipline (Laboratory), Nanjing Drum Tower Hospital,Department of Otolaryngology Head and Neck Surgery,Nanjing"],"affiliations":[{"raw_affiliation_string":"the Affiliated Hospital of Nanjing University Medical School,Jiangsu Provincial Key Medical Discipline (Laboratory), Nanjing Drum Tower Hospital,Department of Otolaryngology Head and Neck Surgery,Nanjing","institution_ids":["https://openalex.org/I4210111013"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076736060","display_name":"Xia Gao","orcid":"https://orcid.org/0000-0003-1740-2949"},"institutions":[{"id":"https://openalex.org/I4210111013","display_name":"Nanjing Drum Tower Hospital","ror":"https://ror.org/026axqv54","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210111013"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xia Gao","raw_affiliation_strings":["the Affiliated Hospital of Nanjing University Medical School,Jiangsu Provincial Key Medical Discipline (Laboratory), Nanjing Drum Tower Hospital,Department of Otolaryngology Head and Neck Surgery,Nanjing"],"affiliations":[{"raw_affiliation_string":"the Affiliated Hospital of Nanjing University Medical School,Jiangsu Provincial Key Medical Discipline (Laboratory), Nanjing Drum Tower Hospital,Department of Otolaryngology Head and Neck Surgery,Nanjing","institution_ids":["https://openalex.org/I4210111013"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5059632088","display_name":"Jing L\u00fc","orcid":"https://orcid.org/0000-0001-9683-3768"},"institutions":[{"id":"https://openalex.org/I4210099069","display_name":"Institute of Acoustics","ror":"https://ror.org/00v8rqv75","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210099069"]},{"id":"https://openalex.org/I881766915","display_name":"Nanjing University","ror":"https://ror.org/01rxvg760","country_code":"CN","type":"education","lineage":["https://openalex.org/I881766915"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jing Lu","raw_affiliation_strings":["Nanjing University,Key Laboratory of Modern Acoustics,Nanjing"],"affiliations":[{"raw_affiliation_string":"Nanjing University,Key Laboratory of Modern Acoustics,Nanjing","institution_ids":["https://openalex.org/I4210099069","https://openalex.org/I881766915"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5100710887"],"corresponding_institution_ids":["https://openalex.org/I4210099069","https://openalex.org/I881766915"],"apc_list":null,"apc_paid":null,"fwci":0.9948,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.81616083,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"51","last_page":"55"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.9663000106811523,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.9663000106811523,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T11447","display_name":"Blind Source Separation Techniques","score":0.9415000081062317,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9297999739646912,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.7676489949226379},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7512518167495728},{"id":"https://openalex.org/keywords/decoding-methods","display_name":"Decoding methods","score":0.7242107391357422},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.6730473041534424},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.6334775686264038},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.5644323825836182},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4706867039203644},{"id":"https://openalex.org/keywords/generalization","display_name":"Generalization","score":0.4694502055644989},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.37266284227371216},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.14480707049369812},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.13747647404670715},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.08555927872657776},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.07464239001274109}],"concepts":[{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.7676489949226379},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7512518167495728},{"id":"https://openalex.org/C57273362","wikidata":"https://www.wikidata.org/wiki/Q576722","display_name":"Decoding methods","level":2,"score":0.7242107391357422},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.6730473041534424},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.6334775686264038},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.5644323825836182},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4706867039203644},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.4694502055644989},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.37266284227371216},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.14480707049369812},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.13747647404670715},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.08555927872657776},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.07464239001274109},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iscslp63861.2024.10800020","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iscslp63861.2024.10800020","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE 14th International Symposium on Chinese Spoken Language Processing (ISCSLP)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G7049189742","display_name":null,"funder_award_id":"12274221","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":23,"referenced_works":["https://openalex.org/W1990466880","https://openalex.org/W2112102950","https://openalex.org/W2128495200","https://openalex.org/W2606067354","https://openalex.org/W2606836989","https://openalex.org/W2885097773","https://openalex.org/W2892954095","https://openalex.org/W2948528592","https://openalex.org/W3082212715","https://openalex.org/W3093647835","https://openalex.org/W3159696612","https://openalex.org/W3162658840","https://openalex.org/W3182000226","https://openalex.org/W4206654584","https://openalex.org/W4316468787","https://openalex.org/W4372260401","https://openalex.org/W4375868845","https://openalex.org/W4384155732","https://openalex.org/W6685562342","https://openalex.org/W6802670780","https://openalex.org/W6803274909","https://openalex.org/W6858820522","https://openalex.org/W6863094196"],"related_works":["https://openalex.org/W2922348724","https://openalex.org/W200322357","https://openalex.org/W2130428257","https://openalex.org/W3162204513","https://openalex.org/W4308951944","https://openalex.org/W2057366091","https://openalex.org/W4312960290","https://openalex.org/W2049513647","https://openalex.org/W2988848585","https://openalex.org/W4233722919"],"abstract_inverted_index":{"Various":[0],"solutions":[1],"have":[2],"been":[3],"proposed":[4],"to":[5,32,35,47],"correlate":[6],"electroencephalogram":[7],"(EEG)":[8],"signals":[9],"with":[10,13,78],"audio":[11],"stimuli,":[12],"DNN-based":[14],"methods":[15],"significantly":[16],"outperforming":[17],"rule-based":[18],"approaches":[19],"in":[20,39,64,124],"auditory":[21],"selective":[22],"attention":[23],"decoding":[24,136],"(ASAD).":[25],"However,":[26],"DNN":[27],"models":[28],"often":[29],"overfit":[30],"due":[31],"their":[33],"capability":[34],"capture":[36],"intricate":[37],"patterns":[38],"training":[40],"data,":[41],"necessitating":[42],"careful":[43],"preprocessing":[44],"and":[45,50,92,110,131],"cross-validation":[46],"ensure":[48],"robustness":[49],"generalization.":[51],"Existing":[52],"EEG":[53,76,116],"datasets":[54],"mainly":[55],"focus":[56],"on":[57,89],"single":[58],"speakers":[59],"or":[60],"two":[61],"speakers'":[62],"scenarios":[63],"fixed":[65],"positions,":[66],"neglecting":[67],"more":[68],"realistic":[69],"scenarios.":[70],"Our":[71],"prior":[72],"work":[73],"introduced":[74],"an":[75],"dataset":[77,100,117],"fifteen":[79],"alternative":[80],"competing":[81],"speaker":[82],"directions,":[83],"but":[84],"it":[85],"was":[86],"only":[87],"verified":[88],"seen":[90],"subjects":[91],"trials.":[93],"In":[94],"this":[95],"paper,":[96],"we":[97],"extend":[98],"our":[99,115],"validation":[101],"using":[102],"various":[103],"leave-one-out":[104],"procedures":[105],"involving":[106],"unseen":[107],"subjects,":[108],"trials,":[109],"attended":[111,138],"audios.":[112],"Results":[113],"show":[114],"contains":[118],"informative":[119],"features":[120],"for":[121,147],"successful":[122,135],"ASAD":[123],"binary":[125],"classification":[126],"under":[127],"leave-one-subject-out,":[128],"leave-one-trial-out,":[129],"leave-one-audio-out,":[130],"leave-one-moment-out":[132],"paradigms.":[133],"Additionally,":[134],"of":[137,143],"directions":[139],"motivates":[140],"further":[141],"exploration":[142],"multiclass":[144],"ASAD,":[145],"crucial":[146],"developing":[148],"neuro-steered":[149],"hearing":[150],"aids.":[151]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":1}],"updated_date":"2026-04-23T09:07:50.710637","created_date":"2025-10-10T00:00:00"}