乐胖代购免代理版

{"id":"https://openalex.org/W4296957732","doi":"https://doi.org/10.48550/arxiv.2209.11172","title":"EEG-Based Epileptic Seizure Prediction Using Temporal Multi-Channel Transformers","display_name":"EEG-Based Epileptic Seizure Prediction Using Temporal Multi-Channel Transformers","publication_year":2022,"publication_date":"2022-01-01","ids":{"openalex":"https://openalex.org/W4296957732","doi":"https://doi.org/10.48550/arxiv.2209.11172"},"language":"en","primary_location":{"is_oa":true,"landing_page_url":"https://arxiv.org/abs/2209.11172","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":["Cornell University"],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false},"type":"preprint","type_crossref":"posted-content","indexed_in":["arxiv","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/abs/2209.11172","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5069925920","display_name":"Ricardo V. Godoy","orcid":"https://orcid.org/0000-0002-5323-9299"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Godoy, Ricardo V.","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083840222","display_name":"Tharik J. S. Reis","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Reis, Tharik J. S.","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039452664","display_name":"Paulo H. Polegato","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Polegato, Paulo H.","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027158729","display_name":"Gustavo J. G. Lahr","orcid":"https://orcid.org/0000-0002-0403-991X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Lahr, Gustavo J. G.","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010803237","display_name":"Ricardo Lutzky Saute","orcid":"https://orcid.org/0000-0002-5570-9055"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Saute, Ricardo L.","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058813356","display_name":"Frederico Nakane Nakano","orcid":"https://orcid.org/0000-0002-6860-3487"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Nakano, Frederico N.","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055062572","display_name":"H\u00e9lio Rubens Machado","orcid":"https://orcid.org/0000-0002-1069-7804"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Machado, Helio R.","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016105420","display_name":"Am\u00e9rico Ceiki Sakamoto","orcid":"https://orcid.org/0000-0002-1768-2357"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Sakamoto, Americo C.","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002220583","display_name":"Marcelo Becker","orcid":"https://orcid.org/0000-0002-7508-5817"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Becker, Marcelo","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5113578620","display_name":"Glauco A. P. Caurin","orcid":"https://orcid.org/0000-0003-0898-1379"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Caurin, Glauco A. P.","raw_affiliation_strings":[],"affiliations":[]}],"institution_assertions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":0,"max":60},"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":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/T11447","display_name":"Blind Source Separation Techniques","score":0.9871,"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/T10502","display_name":"Advanced Memory and Neural Computing","score":0.9754,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/epileptic-seizure","display_name":"Epileptic seizure","score":0.51902616}],"concepts":[{"id":"https://openalex.org/C17755696","wikidata":"https://www.wikidata.org/wiki/Q16564780","display_name":"Ictal","level":3,"score":0.86957806},{"id":"https://openalex.org/C2778186239","wikidata":"https://www.wikidata.org/wiki/Q41571","display_name":"Epilepsy","level":2,"score":0.8264411},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.72530943},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6139617},{"id":"https://openalex.org/C2779334592","wikidata":"https://www.wikidata.org/wiki/Q6279182","display_name":"Epileptic seizure","level":3,"score":0.51902616},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4916833},{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.48538435},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.40621728},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3546378},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.32126224},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.28072673},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.22644234},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.091594815},{"id":"https://openalex.org/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"score":0.0},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"is_oa":true,"landing_page_url":"https://arxiv.org/abs/2209.11172","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":["Cornell University"],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false},{"is_oa":true,"landing_page_url":"http://arxiv.org/abs/2209.11172","pdf_url":"http://arxiv.org/pdf/2209.11172","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":["Cornell University"],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false},{"is_oa":false,"landing_page_url":"https://api.datacite.org/dois/10.48550/arxiv.2209.11172","pdf_url":null,"source":{"id":"https://openalex.org/S4393179698","display_name":"DataCite API","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210145204","host_organization_name":"DataCite","host_organization_lineage":["https://openalex.org/I4210145204"],"host_organization_lineage_names":["DataCite"],"type":"metadata"},"license":null,"license_id":null,"version":null}],"best_oa_location":{"is_oa":true,"landing_page_url":"https://arxiv.org/abs/2209.11172","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":["Cornell University"],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false},"sustainable_development_goals":[],"grants":[],"datasets":[],"versions":[],"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4318917056","https://openalex.org/W3091390542","https://openalex.org/W2809907213","https://openalex.org/W2405240590","https://openalex.org/W2393137063","https://openalex.org/W2363907062","https://openalex.org/W2166624857","https://openalex.org/W2078261043","https://openalex.org/W2075017247","https://openalex.org/W1988222024"],"abstract_inverted_index":{"Epilepsy":[0],"is":[1,20,121],"one":[2],"of":[3,33,39,52,57,66,70,101,113],"the":[4,28,31,36,50,55,64,77,80,111,131,160,174],"most":[5],"common":[6],"neurological":[7],"diseases,":[8],"characterized":[9],"by":[10],"transient":[11],"and":[12,30,54,79,96,127,145,153,165],"unprovoked":[13],"events":[14],"called":[15,91],"epileptic":[16,41,61],"seizures.":[17],"Electroencephalogram":[18],"(EEG)":[19],"an":[21,40,60],"auxiliary":[22],"method":[23],"used":[24],"to":[25],"perform":[26],"both":[27],"diagnosis":[29],"monitoring":[32],"epilepsy.":[34,58],"Given":[35],"unexpected":[37],"nature":[38],"seizure,":[42],"its":[43,119],"prediction":[44],"would":[45],"improve":[46],"patient":[47,74],"care,":[48],"optimizing":[49],"quality":[51],"life":[53],"treatment":[56],"Predicting":[59],"seizure":[62,179],"implies":[63],"identification":[65],"two":[67,87],"distinct":[68],"states":[69],"EEG":[71,157],"in":[72,178],"a":[73,123],"with":[75,141],"epilepsy:":[76],"preictal":[78,116],"interictal.":[81],"In":[82],"this":[83],"paper,":[84],"we":[85,109],"developed":[86],"deep":[88],"learning":[89],"models":[90,138],"Temporal":[92],"Multi-Channel":[93],"Transformer":[94,98],"(TMC-T)":[95],"Vision":[97],"(TMC-ViT),":[99],"adaptations":[100],"Transformer-based":[102],"architectures":[103],"for":[104],"multi-channel":[105],"temporal":[106],"signals.":[107],"Moreover,":[108],"accessed":[110],"impact":[112],"choosing":[114],"different":[115],"duration,":[117],"since":[118],"length":[120],"not":[122],"consensus":[124],"among":[125],"experts,":[126],"also":[128],"evaluated":[129,154],"how":[130],"sample":[132],"size":[133],"benefits":[134],"each":[135],"model.":[136],"Our":[137],"are":[139],"compared":[140],"fully":[142],"connected,":[143],"convolutional,":[144],"recurrent":[146],"networks.":[147],"The":[148],"algorithms":[149],"were":[150],"patient-specific":[151],"trained":[152],"on":[155],"raw":[156],"signals":[158],"from":[159],"CHB-MIT":[161],"database.":[162],"Experimental":[163],"results":[164],"statistical":[166],"validation":[167],"demonstrated":[168],"that":[169],"our":[170],"TMC-ViT":[171],"model":[172],"surpassed":[173],"CNN":[175],"architecture,":[176],"state-of-the-art":[177],"prediction.":[180]},"cited_by_api_url":"https://api.openalex.org/works?filter=cites:W4296957732","counts_by_year":[],"updated_date":"2024-12-12T15:54:43.212559","created_date":"2022-09-25"}