{"id":"https://openalex.org/W4405491669","doi":"https://doi.org/10.1109/embc53108.2024.10781705","title":"Interpretable SincNet-Based Spatiotemporal Neural Network for Seizure Prediction","display_name":"Interpretable SincNet-Based Spatiotemporal Neural Network for Seizure Prediction","publication_year":2024,"publication_date":"2024-07-15","ids":{"openalex":"https://openalex.org/W4405491669","doi":"https://doi.org/10.1109/embc53108.2024.10781705","pmid":"https://pubmed.ncbi.nlm.nih.gov/40039376"},"language":"en","primary_location":{"id":"doi:10.1109/embc53108.2024.10781705","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc53108.2024.10781705","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 46th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref","pubmed"],"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/A5114275146","display_name":"Baolian Shan","orcid":"https://orcid.org/0009-0007-4271-1811"},"institutions":[{"id":"https://openalex.org/I162868743","display_name":"Tianjin University","ror":"https://ror.org/012tb2g32","country_code":"CN","type":"education","lineage":["https://openalex.org/I162868743"]},{"id":"https://openalex.org/I5740404","display_name":"Tianjin Medical University","ror":"https://ror.org/02mh8wx89","country_code":"CN","type":"education","lineage":["https://openalex.org/I5740404"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Baolian Shan","raw_affiliation_strings":["Tianjin University,Academy of Medical Engineering and Translational Medicine,Tianjin,China,300072"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tianjin University,Academy of Medical Engineering and Translational Medicine,Tianjin,China,300072","institution_ids":["https://openalex.org/I162868743","https://openalex.org/I5740404"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044836868","display_name":"Haiqing Yu","orcid":"https://orcid.org/0000-0001-7907-1191"},"institutions":[{"id":"https://openalex.org/I162868743","display_name":"Tianjin University","ror":"https://ror.org/012tb2g32","country_code":"CN","type":"education","lineage":["https://openalex.org/I162868743"]},{"id":"https://openalex.org/I5740404","display_name":"Tianjin Medical University","ror":"https://ror.org/02mh8wx89","country_code":"CN","type":"education","lineage":["https://openalex.org/I5740404"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haiqing Yu","raw_affiliation_strings":["Tianjin University,Academy of Medical Engineering and Translational Medicine,Tianjin,China,300072"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tianjin University,Academy of Medical Engineering and Translational Medicine,Tianjin,China,300072","institution_ids":["https://openalex.org/I162868743","https://openalex.org/I5740404"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101911206","display_name":"Hongyu Jiang","orcid":"https://orcid.org/0009-0006-6919-5290"},"institutions":[{"id":"https://openalex.org/I162868743","display_name":"Tianjin University","ror":"https://ror.org/012tb2g32","country_code":"CN","type":"education","lineage":["https://openalex.org/I162868743"]},{"id":"https://openalex.org/I5740404","display_name":"Tianjin Medical University","ror":"https://ror.org/02mh8wx89","country_code":"CN","type":"education","lineage":["https://openalex.org/I5740404"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hanzhe Jiang","raw_affiliation_strings":["Tianjin University,Academy of Medical Engineering and Translational Medicine,Tianjin,China,300072"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tianjin University,Academy of Medical Engineering and Translational Medicine,Tianjin,China,300072","institution_ids":["https://openalex.org/I162868743","https://openalex.org/I5740404"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001379996","display_name":"Yongzhi Huang","orcid":"https://orcid.org/0000-0002-2503-1589"},"institutions":[{"id":"https://openalex.org/I162868743","display_name":"Tianjin University","ror":"https://ror.org/012tb2g32","country_code":"CN","type":"education","lineage":["https://openalex.org/I162868743"]},{"id":"https://openalex.org/I5740404","display_name":"Tianjin Medical University","ror":"https://ror.org/02mh8wx89","country_code":"CN","type":"education","lineage":["https://openalex.org/I5740404"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yongzhi Huang","raw_affiliation_strings":["Tianjin University,Academy of Medical Engineering and Translational Medicine,Tianjin,China,300072"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tianjin University,Academy of Medical Engineering and Translational Medicine,Tianjin,China,300072","institution_ids":["https://openalex.org/I162868743","https://openalex.org/I5740404"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082279530","display_name":"Minpeng Xu","orcid":"https://orcid.org/0000-0001-6746-4828"},"institutions":[{"id":"https://openalex.org/I162868743","display_name":"Tianjin University","ror":"https://ror.org/012tb2g32","country_code":"CN","type":"education","lineage":["https://openalex.org/I162868743"]},{"id":"https://openalex.org/I5740404","display_name":"Tianjin Medical University","ror":"https://ror.org/02mh8wx89","country_code":"CN","type":"education","lineage":["https://openalex.org/I5740404"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Minpeng Xu","raw_affiliation_strings":["Tianjin University,Academy of Medical Engineering and Translational Medicine,Tianjin,China,300072"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tianjin University,Academy of Medical Engineering and Translational Medicine,Tianjin,China,300072","institution_ids":["https://openalex.org/I162868743","https://openalex.org/I5740404"]}]},{"author_position":"last","author":{"id":null,"display_name":"Dong Ming","orcid":null},"institutions":[{"id":"https://openalex.org/I162868743","display_name":"Tianjin University","ror":"https://ror.org/012tb2g32","country_code":"CN","type":"education","lineage":["https://openalex.org/I162868743"]},{"id":"https://openalex.org/I5740404","display_name":"Tianjin Medical University","ror":"https://ror.org/02mh8wx89","country_code":"CN","type":"education","lineage":["https://openalex.org/I5740404"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dong Ming","raw_affiliation_strings":["Tianjin University,Academy of Medical Engineering and Translational Medicine,Tianjin,China,300072"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tianjin University,Academy of Medical Engineering and Translational Medicine,Tianjin,China,300072","institution_ids":["https://openalex.org/I162868743","https://openalex.org/I5740404"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.2273,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.80496503,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":97},"biblio":{"volume":"2024","issue":null,"first_page":"1","last_page":"6"},"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/T10241","display_name":"Functional Brain Connectivity Studies","score":0.9948999881744385,"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/T10094","display_name":"Epilepsy research and treatment","score":0.9871000051498413,"subfield":{"id":"https://openalex.org/subfields/2738","display_name":"Psychiatry and Mental health"},"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/computer-science","display_name":"Computer science","score":0.6911287903785706},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6464789509773254},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5400920510292053},{"id":"https://openalex.org/keywords/epileptic-seizure","display_name":"Epileptic seizure","score":0.5070383548736572},{"id":"https://openalex.org/keywords/epilepsy","display_name":"Epilepsy","score":0.4800197184085846},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.36057963967323303},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.2447497546672821},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.09225153923034668}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6911287903785706},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6464789509773254},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5400920510292053},{"id":"https://openalex.org/C2779334592","wikidata":"https://www.wikidata.org/wiki/Q6279182","display_name":"Epileptic seizure","level":3,"score":0.5070383548736572},{"id":"https://openalex.org/C2778186239","wikidata":"https://www.wikidata.org/wiki/Q41571","display_name":"Epilepsy","level":2,"score":0.4800197184085846},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.36057963967323303},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.2447497546672821},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.09225153923034668}],"mesh":[{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012640","descriptor_name":"Seizures","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D012640","descriptor_name":"Seizures","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D012640","descriptor_name":"Seizures","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D012640","descriptor_name":"Seizures","qualifier_ui":"Q000503","qualifier_name":"physiopathology","is_major_topic":true},{"descriptor_ui":"D012640","descriptor_name":"Seizures","qualifier_ui":"Q000503","qualifier_name":"physiopathology","is_major_topic":true},{"descriptor_ui":"D012640","descriptor_name":"Seizures","qualifier_ui":"Q000503","qualifier_name":"physiopathology","is_major_topic":true},{"descriptor_ui":"D012815","descriptor_name":"Signal Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012815","descriptor_name":"Signal Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012815","descriptor_name":"Signal Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.1109/embc53108.2024.10781705","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc53108.2024.10781705","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 46th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-article"},{"id":"pmid:40039376","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40039376","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference","raw_type":"Journal Article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320321543","display_name":"China Postdoctoral Science Foundation","ror":"https://ror.org/0426zh255"},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W2097950056","https://openalex.org/W2559463885","https://openalex.org/W2741907166","https://openalex.org/W2954214015","https://openalex.org/W2962851944","https://openalex.org/W2964052309","https://openalex.org/W2976267777","https://openalex.org/W3030420691","https://openalex.org/W3093371458","https://openalex.org/W3102455230","https://openalex.org/W3165065619","https://openalex.org/W3180271786","https://openalex.org/W4205337801","https://openalex.org/W4283460703","https://openalex.org/W4308682312","https://openalex.org/W4312597583","https://openalex.org/W4313886712"],"related_works":["https://openalex.org/W2395385109","https://openalex.org/W2773633178","https://openalex.org/W2080101436","https://openalex.org/W2802335767","https://openalex.org/W2356350882","https://openalex.org/W4388090985","https://openalex.org/W1545074592","https://openalex.org/W2033914206","https://openalex.org/W2042327336","https://openalex.org/W2363907062"],"abstract_inverted_index":{"Spatiotemporal":[0],"convolutional":[1],"neural":[2],"networks":[3],"(CNNs)":[4],"have":[5],"emerged":[6],"as":[7],"potent":[8],"tools":[9],"for":[10,29,61,145,171],"seizure":[11],"prediction":[12],"(SP)":[13],"using":[14,79],"electroencephalogram":[15],"(EEG)":[16],"signals,":[17],"probing":[18],"spatiotemporal":[19,62,95],"biomarkers":[20],"in":[21,45],"epileptic":[22],"brains.":[23],"Nevertheless,":[24],"it":[25],"poses":[26],"significant":[27,163],"challenges":[28],"clinical":[30],"practice":[31],"due":[32],"to":[33,91,127,160],"the":[34,41,50,74,93,99,105,123,150,154,157],"poor":[35],"interpretability":[36,51],"of":[37,73,132,135,139,143,156],"learned":[38,97],"features":[39,96],"and":[40,52,68,112,141],"numerous":[42],"trainable":[43],"parameters":[44],"existing":[46],"CNNs.":[47],"To":[48],"improve":[49],"performance,":[53],"this":[54],"study":[55],"proposed":[56,100],"an":[57,129],"interpretable":[58],"SincNet-based":[59],"architecture":[60,124],"CNNs,":[63],"encompassing":[64],"EEGNet-8,2,":[65],"ShallowConvNet,":[66],"DeepConvNet,":[67],"EEGWaveNet,":[69],"enabling":[70],"direct":[71],"visualization":[72,88,151],"bandpass":[75],"temporal":[76],"filter":[77],"range":[78],"a":[80,87],"sinc-convolution":[81],"layer.":[82],"Furthermore,":[83],"we":[84],"also":[85],"constructed":[86],"analysis":[89],"method":[90],"demonstrate":[92],"crucial":[94],"by":[98],"optimal":[101,158],"CNN.":[102],"Results":[103],"on":[104],"CHB-MIT":[106],"dataset":[107],"revealed":[108],"that":[109],"both":[110],"ShallowConvNet":[111,126],"EEGWaveNet":[113],"had":[114],"significantly":[115],"improved":[116],"performance":[117],"with":[118],"more":[119],"lightweight":[120],"parameters.":[121],"Notably,":[122],"enabled":[125],"achieve":[128],"average":[130],"accuracy":[131],"87.2%,":[133],"sensitivity":[134],"88.3%,":[136],"weighted":[137],"F1-score":[138],"87.1%,":[140],"AUC":[142],"92.7%":[144],"21":[146],"epilepsy":[147],"patients.":[148],"Besides,":[149],"outcomes":[152],"underscored":[153],"ability":[155],"model":[159],"extract":[161],"statistically":[162],"spatiospectral":[164],"energy":[165],"differences":[166],"within":[167],"high-frequency":[168],"EEG":[169],"bands":[170],"SP":[172],"classification":[173],"tasks.":[174]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1}],"updated_date":"2026-08-21T09:56:20.448147","created_date":"2025-10-10T00:00:00"}