{"id":"https://openalex.org/W4411019276","doi":"https://doi.org/10.1109/lsp.2025.3576642","title":"Mutual Information Driven Representation Learning for Cross-Subject Seizure Detection","display_name":"Mutual Information Driven Representation Learning for Cross-Subject Seizure Detection","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4411019276","doi":"https://doi.org/10.1109/lsp.2025.3576642"},"language":"en","primary_location":{"id":"doi:10.1109/lsp.2025.3576642","is_oa":false,"landing_page_url":"https://doi.org/10.1109/lsp.2025.3576642","pdf_url":null,"source":{"id":"https://openalex.org/S120629676","display_name":"IEEE Signal Processing Letters","issn_l":"1070-9908","issn":["1070-9908","1558-2361"],"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 Signal Processing Letters","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/A5078878760","display_name":"Dinghan Hu","orcid":"https://orcid.org/0000-0003-1493-0041"},"institutions":[{"id":"https://openalex.org/I50760025","display_name":"Hangzhou Dianzi University","ror":"https://ror.org/0576gt767","country_code":"CN","type":"education","lineage":["https://openalex.org/I50760025"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Dinghan Hu","raw_affiliation_strings":["Machine Learning and I-health International Cooperation Base of Zhejiang Province, Hangzhou Dianzi University, Hangzhou, China","Machine Learning and I-health International Cooperation Base of Zhejiang Province, Hangzhou Dianzi University, Zhejiang, China"],"affiliations":[{"raw_affiliation_string":"Machine Learning and I-health International Cooperation Base of Zhejiang Province, Hangzhou Dianzi University, Hangzhou, China","institution_ids":["https://openalex.org/I50760025"]},{"raw_affiliation_string":"Machine Learning and I-health International Cooperation Base of Zhejiang Province, Hangzhou Dianzi University, Zhejiang, China","institution_ids":["https://openalex.org/I50760025"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011881007","display_name":"Xiaonan Cui","orcid":"https://orcid.org/0000-0003-2595-0451"},"institutions":[{"id":"https://openalex.org/I72565114","display_name":"Luoyang Institute of Science and Technology","ror":"https://ror.org/04nraex26","country_code":"CN","type":"education","lineage":["https://openalex.org/I72565114"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaonan Cui","raw_affiliation_strings":["School of Computer and Information Engineering, Luoyang Institute of Science and Technology, Luoyang, China"],"affiliations":[{"raw_affiliation_string":"School of Computer and Information Engineering, Luoyang Institute of Science and Technology, Luoyang, China","institution_ids":["https://openalex.org/I72565114"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058788603","display_name":"Tiejia Jiang","orcid":"https://orcid.org/0000-0003-3688-8366"},"institutions":[{"id":"https://openalex.org/I4210113495","display_name":"Children's Hospital of Zhejiang University","ror":"https://ror.org/025fyfd20","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210113495"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tiejia Jiang","raw_affiliation_strings":["Department of Neurology, The Children’s Hospital, Zhejiang University School of Medicine, Hangzhou, China","Department of Neurology, the Children's Hospital, Zhejiang University School of Medicine, Hangzhou, China"],"affiliations":[{"raw_affiliation_string":"Department of Neurology, The Children’s Hospital, Zhejiang University School of Medicine, Hangzhou, China","institution_ids":["https://openalex.org/I4210113495"]},{"raw_affiliation_string":"Department of Neurology, the Children's Hospital, Zhejiang University School of Medicine, Hangzhou, China","institution_ids":["https://openalex.org/I4210113495"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052230153","display_name":"Wenbin Hu","orcid":"https://orcid.org/0000-0002-3494-366X"},"institutions":[{"id":"https://openalex.org/I50760025","display_name":"Hangzhou Dianzi University","ror":"https://ror.org/0576gt767","country_code":"CN","type":"education","lineage":["https://openalex.org/I50760025"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenbin Hu","raw_affiliation_strings":["Machine Learning and I-health International Cooperation Base of Zhejiang Province, Hangzhou Dianzi University, Hangzhou, China","Machine Learning and I-health International Cooperation Base of Zhejiang Province, Hangzhou Dianzi University, Zhejiang, China"],"affiliations":[{"raw_affiliation_string":"Machine Learning and I-health International Cooperation Base of Zhejiang Province, Hangzhou Dianzi University, Hangzhou, China","institution_ids":["https://openalex.org/I50760025"]},{"raw_affiliation_string":"Machine Learning and I-health International Cooperation Base of Zhejiang Province, Hangzhou Dianzi University, Zhejiang, China","institution_ids":["https://openalex.org/I50760025"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5074063024","display_name":"Jiuwen Cao","orcid":"https://orcid.org/0000-0002-6480-5794"},"institutions":[{"id":"https://openalex.org/I50760025","display_name":"Hangzhou Dianzi University","ror":"https://ror.org/0576gt767","country_code":"CN","type":"education","lineage":["https://openalex.org/I50760025"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiuwen Cao","raw_affiliation_strings":["Machine Learning and I-health International Cooperation Base of Zhejiang Province, Hangzhou Dianzi University, Hangzhou, China","Machine Learning and I-health International Cooperation Base of Zhejiang Province, Hangzhou Dianzi University, Zhejiang, China"],"affiliations":[{"raw_affiliation_string":"Machine Learning and I-health International Cooperation Base of Zhejiang Province, Hangzhou Dianzi University, Hangzhou, China","institution_ids":["https://openalex.org/I50760025"]},{"raw_affiliation_string":"Machine Learning and I-health International Cooperation Base of Zhejiang Province, Hangzhou Dianzi University, Zhejiang, China","institution_ids":["https://openalex.org/I50760025"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5078878760"],"corresponding_institution_ids":["https://openalex.org/I50760025"],"apc_list":null,"apc_paid":null,"fwci":1.4982,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.82387384,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":"32","issue":null,"first_page":"2434","last_page":"2438"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9987999796867371,"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":0.9987999796867371,"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/T12702","display_name":"Brain Tumor Detection and Classification","score":0.9853000044822693,"subfield":{"id":"https://openalex.org/subfields/2808","display_name":"Neurology"},"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/computer-science","display_name":"Computer science","score":0.6976094841957092},{"id":"https://openalex.org/keywords/mutual-information","display_name":"Mutual information","score":0.6529324054718018},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.5684887766838074},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5541778206825256},{"id":"https://openalex.org/keywords/subject","display_name":"Subject (documents)","score":0.49368032813072205},{"id":"https://openalex.org/keywords/feature-learning","display_name":"Feature learning","score":0.4428979158401489},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4148585796356201},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3645108938217163}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6976094841957092},{"id":"https://openalex.org/C152139883","wikidata":"https://www.wikidata.org/wiki/Q252973","display_name":"Mutual information","level":2,"score":0.6529324054718018},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.5684887766838074},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5541778206825256},{"id":"https://openalex.org/C2777855551","wikidata":"https://www.wikidata.org/wiki/Q12310021","display_name":"Subject (documents)","level":2,"score":0.49368032813072205},{"id":"https://openalex.org/C59404180","wikidata":"https://www.wikidata.org/wiki/Q17013334","display_name":"Feature learning","level":2,"score":0.4428979158401489},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4148585796356201},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3645108938217163},{"id":"https://openalex.org/C161191863","wikidata":"https://www.wikidata.org/wiki/Q199655","display_name":"Library science","level":1,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/lsp.2025.3576642","is_oa":false,"landing_page_url":"https://doi.org/10.1109/lsp.2025.3576642","pdf_url":null,"source":{"id":"https://openalex.org/S120629676","display_name":"IEEE Signal Processing Letters","issn_l":"1070-9908","issn":["1070-9908","1558-2361"],"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 Signal Processing Letters","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":31,"referenced_works":["https://openalex.org/W2559463885","https://openalex.org/W2962687275","https://openalex.org/W2963532621","https://openalex.org/W3004205097","https://openalex.org/W3005778357","https://openalex.org/W3006560451","https://openalex.org/W3021632667","https://openalex.org/W3030870789","https://openalex.org/W3109093849","https://openalex.org/W3150889630","https://openalex.org/W3165065619","https://openalex.org/W3191279200","https://openalex.org/W4205337801","https://openalex.org/W4285165236","https://openalex.org/W4296473299","https://openalex.org/W4297965062","https://openalex.org/W4312400158","https://openalex.org/W4321608005","https://openalex.org/W4383750504","https://openalex.org/W4384826184","https://openalex.org/W4387385719","https://openalex.org/W4388687647","https://openalex.org/W4391480775","https://openalex.org/W4393159722","https://openalex.org/W4396878122","https://openalex.org/W4402673196","https://openalex.org/W4409014672","https://openalex.org/W6752051073","https://openalex.org/W6754278344","https://openalex.org/W6803444062","https://openalex.org/W6847084567"],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W4388258507","https://openalex.org/W2466816617","https://openalex.org/W2392013855","https://openalex.org/W4318064328","https://openalex.org/W2357926602","https://openalex.org/W3200517220","https://openalex.org/W2374569605","https://openalex.org/W2386062718","https://openalex.org/W4393047559"],"abstract_inverted_index":{"Developing":[0],"a":[1,23,53],"generalizable":[2],"model":[3,42,76],"across":[4],"subjects":[5],"is":[6,89,103,158],"crucial":[7],"for":[8,186],"the":[9,26,40,71,79,86,93,99,107,112,121,130,135,141,150,153,162,167,173],"practical":[10],"application":[11],"of":[12,29,39,82,111,143,179],"Electroencephalogram":[13],"(EEG)":[14],"based":[15,58],"seizure":[16,180,188],"detection":[17],"model.":[18],"However,":[19],"inter-subject":[20],"variability":[21],"poses":[22],"challenge":[24],"to":[25,77,91,105,127,139,160],"accurate":[27],"identification":[28],"epileptic":[30,83],"EEG,":[31,84],"and":[32,37,85,117,182],"applications":[33],"often":[34],"require":[35],"recalibration":[36],"training":[38],"base":[41],"using":[43],"individual":[44],"labeled":[45],"data.":[46],"To":[47],"overcome":[48],"this":[49],"limitation,":[50],"we":[51],"propose":[52],"cross-subject":[54,187],"transfer":[55],"learning":[56,65,131],"algorithm":[57,68,175],"on":[59],"mutual":[60,100],"information":[61,95,101],"decomposition":[62],"driven":[63],"representation":[64],"(MIDRL).":[66],"The":[67],"first":[69],"introduces":[70],"structured":[72],"state":[73],"space":[74],"sequence":[75],"capture":[78],"long-term":[80],"dependencies":[81],"residual":[87],"module":[88],"used":[90],"mine":[92],"deep":[94],"between":[96],"channels.":[97],"Additionally,":[98],"estimation":[102],"employed":[104],"decompose":[106],"middle":[108],"layer":[109],"features":[110],"network":[113],"into":[114],"domain-invariant":[115],"representations":[116],"domain-specific":[118],"representations,":[119],"with":[120,134],"dynamically":[122],"learnable":[123],"weight":[124],"updating":[125],"mechanism":[126],"adaptively":[128],"balance":[129],"tasks":[132],"associated":[133],"two":[136],"representations.":[137],"Finally,":[138],"address":[140],"problem":[142],"target":[144],"samples":[145],"being":[146],"easily":[147],"confused":[148],"near":[149],"classification":[151],"boundary,":[152],"minimum":[154],"class":[155,163],"confusion":[156],"loss":[157],"introduced":[159],"reduce":[161],"correlation":[164],"predicted":[165],"by":[166],"classifier.":[168],"Experimental":[169],"results":[170],"demonstrate":[171],"that":[172],"proposed":[174],"effectively":[176],"retains":[177],"patterns":[178],"region":[181],"exhibits":[183],"strong":[184],"performance":[185],"detection.":[189]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}