{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,8,4]],"date-time":"2026-08-04T16:08:07Z","timestamp":1785859687648,"version":"3.56.0"},"reference-count":82,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","license":[{"start":{"date-parts":[[2024,1,1]],"date-time":"2024-01-01T00:00:00Z","timestamp":1704067200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by-nc-nd\/4.0\/"}],"funder":[{"DOI":"10.13039\/501100006769","name":"Russian Science Foundation","doi-asserted-by":"publisher","award":["23-71-30010"],"award-info":[{"award-number":["23-71-30010"]}],"id":[{"id":"10.13039\/501100006769","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Access"],"published-print":{"date-parts":[[2024]]},"DOI":"10.1109\/access.2024.3453039","type":"journal-article","created":{"date-parts":[[2024,9,2]],"date-time":"2024-09-02T17:49:52Z","timestamp":1725299392000},"page":"122168-122182","source":"Crossref","is-referenced-by-count":42,"title":["Two-Stage Approach With Combination of Outlier Detection Method and Deep Learning Enhances Automatic Epileptic Seizure Detection"],"prefix":"10.1109","volume":"12","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-2491-2592","authenticated-orcid":false,"given":"Vadim V.","family":"Grubov","sequence":"first","affiliation":[{"name":"Baltic Center for Neurotechnology and Artificial Intelligence, Immanuel Kant Baltic Federal University, Kaliningrad, Russia"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-7056-3373","authenticated-orcid":false,"given":"Sergei I.","family":"Nazarikov","sequence":"additional","affiliation":[{"name":"Baltic Center for Neurotechnology and Artificial Intelligence, Immanuel Kant Baltic Federal University, Kaliningrad, Russia"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3438-5717","authenticated-orcid":false,"given":"Semen A.","family":"Kurkin","sequence":"additional","affiliation":[{"name":"Baltic Center for Neurotechnology and Artificial Intelligence, Immanuel Kant Baltic Federal University, Kaliningrad, Russia"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Nikita P.","family":"Utyashev","sequence":"additional","affiliation":[{"name":"Pirogov National Medical and Surgical Center, Ministry of Health of the Russian Federation, Moscow, Russia"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-0359-0897","authenticated-orcid":false,"given":"Denis A.","family":"Andrikov","sequence":"additional","affiliation":[{"name":"Research and Production Company &#x201C;Immersmed&#x201D;, Moscow, Russia"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Oleg E.","family":"Karpov","sequence":"additional","affiliation":[{"name":"Pirogov National Medical and Surgical Center, Ministry of Health of the Russian Federation, Moscow, Russia"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-2787-2530","authenticated-orcid":false,"given":"Alexander E.","family":"Hramov","sequence":"additional","affiliation":[{"name":"Baltic Center for Neurotechnology and Artificial Intelligence, Immanuel Kant Baltic Federal University, Kaliningrad, Russia"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1159\/000503831"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1016\/S0140-6736(18)32596-0"},{"key":"ref3","volume-title":"Epilepsy: A Public Health Imperative","year":"2019"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1016\/S1474-4422(11)70047-3"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1212\/01.CON.0000431398.69594.97"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1038\/s41598-017-02626-y"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1109\/BCI48061.2020.9061655"},{"key":"ref8","volume-title":"EEG Technology","author":"Cooper","year":"2014"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1891\/9780826147097"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1101\/cshperspect.a022426"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1016\/j.clinph.2020.12.009"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1038\/s41746-020-0221-y"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.3390\/ijerph20075335"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1016\/j.clinph.2009.07.002"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2020.2969055"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2011.05.096"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.7555\/JBR.33.20190016"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1016\/j.jneumeth.2021.109441"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2022.3232563"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1016\/j.jneumeth.2020.108953"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1109\/LSENS.2021.3086755"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1088\/1741-2552\/ab260c"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1155\/2020\/9689821"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-66843-3_8"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.3389\/fneur.2020.00375"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.3390\/app10124089"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1109\/JTEHM.2021.3050925"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1109\/JBHI.2022.3159531"},{"key":"ref29","first-page":"1","article-title":"ImageNet classification with deep convolutional neural networks","volume-title":"Proc. Adv. Neural Inf. Process. Syst.","volume":"25","author":"Krizhevsky"},{"key":"ref30","article-title":"The history began from AlexNet: A comprehensive survey on deep learning approaches","author":"Alom","year":"2018","journal-title":"arXiv:1803.01164"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1002\/widm.1312"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1038\/s41591-021-01461-z"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1016\/S2589-7500(22)00029-2"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.2307\/2699986"},{"key":"ref35","first-page":"1","article-title":"LightGBM: A highly efficient gradient boosting decision tree","volume-title":"Proc. Adv. Neural Inf. Process. Syst.","volume":"30","author":"Ke"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2019.2926748"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2017.41"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1016\/j.yebeh.2009.02.035"},{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1140\/epjst\/e2018-800019-1"},{"key":"ref40","doi-asserted-by":"crossref","DOI":"10.1007\/3-540-28611-X","volume-title":"Extreme Events in Nature and Society","author":"Albeverio","year":"2006"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1002\/2017EF000686"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1038\/s41598-019-43619-3"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1103\/PhysRevE.103.022310"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1103\/PhysRevLett.106.188701"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.1038\/s41598-022-15675-9"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.3390\/app13095655"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.1140\/epjs\/s11734-022-00714-3"},{"key":"ref48","doi-asserted-by":"publisher","DOI":"10.1201\/9781315220413-4"},{"key":"ref49","doi-asserted-by":"publisher","DOI":"10.1007\/s11749-016-0481-7"},{"key":"ref50","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-04573-9_29"},{"key":"ref51","doi-asserted-by":"publisher","DOI":"10.1111\/j.0013-9580.2004.63803.x"},{"key":"ref52","doi-asserted-by":"publisher","DOI":"10.1080\/00029238.1988.11080272"},{"key":"ref53","doi-asserted-by":"publisher","DOI":"10.1080\/1086508X.2010.11079750"},{"key":"ref54","doi-asserted-by":"publisher","DOI":"10.1097\/00004691-200307000-00004"},{"key":"ref55","doi-asserted-by":"publisher","DOI":"10.1155\/2011\/156869"},{"key":"ref56","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-75992-6"},{"key":"ref57","doi-asserted-by":"publisher","DOI":"10.1201\/9780203734032"},{"key":"ref58","doi-asserted-by":"publisher","DOI":"10.3389\/fnhum.2018.00521"},{"key":"ref59","doi-asserted-by":"publisher","DOI":"10.1111\/j.1528-1167.2012.03622.x"},{"key":"ref60","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2023.3250241"},{"key":"ref61","doi-asserted-by":"publisher","DOI":"10.1186\/s40537-019-0192-5"},{"key":"ref62","doi-asserted-by":"publisher","DOI":"10.1109\/ICICS49469.2020.239556"},{"key":"ref63","article-title":"A survey of methods for addressing class imbalance in deep-learning based natural language processing","author":"Henning","year":"2022","journal-title":"arXiv:2210.04675"},{"key":"ref64","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-41822-8_33"},{"key":"ref65","doi-asserted-by":"publisher","DOI":"10.21437\/Interspeech.2019-2680"},{"key":"ref66","doi-asserted-by":"publisher","DOI":"10.1007\/10984697_12"},{"key":"ref67","doi-asserted-by":"publisher","DOI":"10.1007\/s11222-009-9153-8"},{"key":"ref68","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2016.90"},{"key":"ref69","doi-asserted-by":"publisher","DOI":"10.5555\/3045118.3045167"},{"key":"ref70","first-page":"342","article-title":"The shattered gradients problem: If resnets are the answer, then what is the question?","volume-title":"Proc. 34th Int. Conf. Mach. Learn.","volume":"70","author":"Balduzzi"},{"key":"ref71","first-page":"1","article-title":"Visualizing the loss landscape of neural nets","volume-title":"Proc. Adv. Neural Inf. Process. Syst.","volume":"31","author":"Li"},{"key":"ref72","first-page":"24392","article-title":"Understanding and improving early stopping for learning with noisy labels","volume-title":"Proc. Adv. Neural Inf. Process. Syst.","volume":"34","author":"Bai"},{"key":"ref73","doi-asserted-by":"publisher","DOI":"10.1109\/TBCAS.2019.2929053"},{"key":"ref74","doi-asserted-by":"publisher","DOI":"10.1109\/TNSRE.2021.3125023"},{"key":"ref75","doi-asserted-by":"publisher","DOI":"10.1145\/3488933.3489016"},{"key":"ref76","doi-asserted-by":"publisher","DOI":"10.1109\/TETCI.2021.3100641"},{"key":"ref77","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV.2017.74"},{"key":"ref78","doi-asserted-by":"publisher","DOI":"10.1023\/A:1023648531542"},{"key":"ref79","doi-asserted-by":"publisher","DOI":"10.1098\/rspa.1998.0193"},{"key":"ref80","doi-asserted-by":"publisher","DOI":"10.1201\/b20232-30"},{"key":"ref81","article-title":"Extreme events in the temporal variability of brain signals, a new biomarker of healthy brain function across the lifespan","author":"Liaqat","year":"2023"},{"key":"ref82","doi-asserted-by":"publisher","DOI":"10.1209\/0295-5075\/111\/68007"}],"container-title":["IEEE Access"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/6287639\/10380310\/10661364.pdf?arnumber=10661364","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,9,11]],"date-time":"2024-09-11T05:03:43Z","timestamp":1726031023000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/10661364\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024]]},"references-count":82,"URL":"https:\/\/doi.org\/10.1109\/access.2024.3453039","relation":{},"ISSN":["2169-3536"],"issn-type":[{"value":"2169-3536","type":"electronic"}],"subject":[],"published":{"date-parts":[[2024]]}}}