{"id":"https://openalex.org/W2791902207","doi":"https://doi.org/10.5220/0006593001640172","title":"Feature Extraction and Selection for EEG and Motion Data in Tasks of the Mental Status Assessing","display_name":"Feature Extraction and Selection for EEG and Motion Data in Tasks of the Mental Status Assessing","publication_year":2018,"publication_date":"2018-01-01","ids":{"openalex":"https://openalex.org/W2791902207","doi":"https://doi.org/10.5220/0006593001640172","mag":"2791902207"},"language":"en","primary_location":{"id":"doi:10.5220/0006593001640172","is_oa":false,"landing_page_url":"https://doi.org/10.5220/0006593001640172","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 11th International Joint Conference on Biomedical Engineering Systems and Technologies","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"http://www.scopus.com/inward/record.url?partnerID=8YFLogxK&scp=85051724034","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5069711584","display_name":"Alexey Syskov","orcid":"https://orcid.org/0000-0003-4181-6738"},"institutions":[{"id":"https://openalex.org/I130823665","display_name":"Ural Federal University","ror":"https://ror.org/00hs7dr46","country_code":"RU","type":"education","lineage":["https://openalex.org/I130823665"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Alexey Syskov","raw_affiliation_strings":["Ural Federal University named after the first President of Russia B.N. Yeltsin, Russian Federation","Ural Federal University named after the first President of Russia B.N. Yeltsin, 19 Mira str., 620002, Yekaterinburg, Russia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ural Federal University named after the first President of Russia B.N. Yeltsin, Russian Federation","institution_ids":["https://openalex.org/I130823665"]},{"raw_affiliation_string":"Ural Federal University named after the first President of Russia B.N. Yeltsin, 19 Mira str., 620002, Yekaterinburg, Russia","institution_ids":["https://openalex.org/I130823665"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044578275","display_name":"\u0412\u0430\u0441\u0438\u043b\u0438\u0439 \u0411\u043e\u0440\u0438\u0441\u043e\u0432","orcid":"https://orcid.org/0000-0003-0486-7552"},"institutions":[{"id":"https://openalex.org/I130823665","display_name":"Ural Federal University","ror":"https://ror.org/00hs7dr46","country_code":"RU","type":"education","lineage":["https://openalex.org/I130823665"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Vasilii Borisov","raw_affiliation_strings":["Ural Federal University named after the first President of Russia B.N. Yeltsin, Russian Federation","Ural Federal University named after the first President of Russia B.N. Yeltsin, 19 Mira str., 620002, Yekaterinburg, Russia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ural Federal University named after the first President of Russia B.N. Yeltsin, Russian Federation","institution_ids":["https://openalex.org/I130823665"]},{"raw_affiliation_string":"Ural Federal University named after the first President of Russia B.N. Yeltsin, 19 Mira str., 620002, Yekaterinburg, Russia","institution_ids":["https://openalex.org/I130823665"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053559218","display_name":"Vsevolod Tetervak","orcid":null},"institutions":[{"id":"https://openalex.org/I130823665","display_name":"Ural Federal University","ror":"https://ror.org/00hs7dr46","country_code":"RU","type":"education","lineage":["https://openalex.org/I130823665"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Vsevolod Tetervak","raw_affiliation_strings":["Ural Federal University named after the first President of Russia B.N. Yeltsin, Russian Federation","Ural Federal University named after the first President of Russia B.N. Yeltsin, 19 Mira str., 620002, Yekaterinburg, Russia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ural Federal University named after the first President of Russia B.N. Yeltsin, Russian Federation","institution_ids":["https://openalex.org/I130823665"]},{"raw_affiliation_string":"Ural Federal University named after the first President of Russia B.N. Yeltsin, 19 Mira str., 620002, Yekaterinburg, Russia","institution_ids":["https://openalex.org/I130823665"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5035507797","display_name":"Vladimir Kublanov","orcid":"https://orcid.org/0000-0001-6584-4544"},"institutions":[{"id":"https://openalex.org/I130823665","display_name":"Ural Federal University","ror":"https://ror.org/00hs7dr46","country_code":"RU","type":"education","lineage":["https://openalex.org/I130823665"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Vladimir Kublanov","raw_affiliation_strings":["Ural Federal University named after the first President of Russia B.N. Yeltsin, Russian Federation","Ural Federal University named after the first President of Russia B.N. Yeltsin, 19 Mira str., 620002, Yekaterinburg, Russia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ural Federal University named after the first President of Russia B.N. Yeltsin, Russian Federation","institution_ids":["https://openalex.org/I130823665"]},{"raw_affiliation_string":"Ural Federal University named after the first President of Russia B.N. Yeltsin, 19 Mira str., 620002, Yekaterinburg, Russia","institution_ids":["https://openalex.org/I130823665"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I130823665"],"apc_list":null,"apc_paid":null,"fwci":0.494,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.61317672,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"164","last_page":"172"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9951000213623047,"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":0.9951000213623047,"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/T10745","display_name":"Heart Rate Variability and Autonomic Control","score":0.9797999858856201,"subfield":{"id":"https://openalex.org/subfields/2705","display_name":"Cardiology and Cardiovascular Medicine"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10241","display_name":"Functional Brain Connectivity Studies","score":0.9761000275611877,"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/electroencephalography","display_name":"Electroencephalography","score":0.748449981212616},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7064147591590881},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.6258783340454102},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5710769295692444},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.5595619678497314},{"id":"https://openalex.org/keywords/accelerometer","display_name":"Accelerometer","score":0.5431311726570129},{"id":"https://openalex.org/keywords/hyperventilation","display_name":"Hyperventilation","score":0.5276431441307068},{"id":"https://openalex.org/keywords/brain\u2013computer-interface","display_name":"Brain\u2013computer interface","score":0.5265358090400696},{"id":"https://openalex.org/keywords/principal-component-analysis","display_name":"Principal component analysis","score":0.44838404655456543},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.4423541724681854},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.4291665256023407},{"id":"https://openalex.org/keywords/core","display_name":"Core (optical fiber)","score":0.4153413474559784},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.38156789541244507},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.358084499835968},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3451826572418213},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.2383722960948944},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.09981334209442139}],"concepts":[{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.748449981212616},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7064147591590881},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.6258783340454102},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5710769295692444},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.5595619678497314},{"id":"https://openalex.org/C89805583","wikidata":"https://www.wikidata.org/wiki/Q192940","display_name":"Accelerometer","level":2,"score":0.5431311726570129},{"id":"https://openalex.org/C2777449187","wikidata":"https://www.wikidata.org/wiki/Q575168","display_name":"Hyperventilation","level":2,"score":0.5276431441307068},{"id":"https://openalex.org/C173201364","wikidata":"https://www.wikidata.org/wiki/Q897410","display_name":"Brain\u2013computer interface","level":3,"score":0.5265358090400696},{"id":"https://openalex.org/C27438332","wikidata":"https://www.wikidata.org/wiki/Q2873","display_name":"Principal component analysis","level":2,"score":0.44838404655456543},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.4423541724681854},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4291665256023407},{"id":"https://openalex.org/C2164484","wikidata":"https://www.wikidata.org/wiki/Q5170150","display_name":"Core (optical fiber)","level":2,"score":0.4153413474559784},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.38156789541244507},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.358084499835968},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3451826572418213},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.2383722960948944},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.09981334209442139},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.5220/0006593001640172","is_oa":false,"landing_page_url":"https://doi.org/10.5220/0006593001640172","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 11th International Joint Conference on Biomedical Engineering Systems and Technologies","raw_type":"proceedings-article"},{"id":"pmh:oai:elar.urfu.ru:10995/92284","is_oa":true,"landing_page_url":"http://www.scopus.com/inward/record.url?partnerID=8YFLogxK&scp=85051724034","pdf_url":null,"source":{"id":"https://openalex.org/S4406922546","display_name":"Electronic Archive of Ural Federal University (ELAR UrFU)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BIODEVICES 2018 - 11th International Conference on Biomedical Electronics and Devices, Proceedings; Part of 11th International Joint Conference on Biomedical Engineering Systems and Technologies, BIOSTEC 2018","raw_type":"info:eu-repo/semantics/conferenceObject"},{"id":"pmh:oai:jah.su:record/342459","is_oa":true,"landing_page_url":"http://hdl.handle.net/10995/92284","pdf_url":null,"source":{"id":"https://openalex.org/S4306401523","display_name":"Electronic scientific archive of UrFU (Ural Federal University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I130823665","host_organization_name":"Ural Federal University","host_organization_lineage":["https://openalex.org/I130823665"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BIODEVICES 2018 - 11th International Conference on Biomedical Electronics and Devices, Proceedings; Part of 11th International Joint Conference on Biomedical Engineering Systems and Technologies, BIOSTEC 2018","raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":{"id":"pmh:oai:elar.urfu.ru:10995/92284","is_oa":true,"landing_page_url":"http://www.scopus.com/inward/record.url?partnerID=8YFLogxK&scp=85051724034","pdf_url":null,"source":{"id":"https://openalex.org/S4406922546","display_name":"Electronic Archive of Ural Federal University (ELAR UrFU)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BIODEVICES 2018 - 11th International Conference on Biomedical Electronics and Devices, Proceedings; Part of 11th International Joint Conference on Biomedical Engineering Systems and Technologies, BIOSTEC 2018","raw_type":"info:eu-repo/semantics/conferenceObject"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":18,"referenced_works":["https://openalex.org/W131241930","https://openalex.org/W145533885","https://openalex.org/W1968460701","https://openalex.org/W2003985931","https://openalex.org/W2032085365","https://openalex.org/W2048250663","https://openalex.org/W2218760860","https://openalex.org/W2295165062","https://openalex.org/W2490800645","https://openalex.org/W2498264865","https://openalex.org/W2555450471","https://openalex.org/W2579611607","https://openalex.org/W2606337139","https://openalex.org/W2726279040","https://openalex.org/W2739794977","https://openalex.org/W2770829025","https://openalex.org/W4235421565","https://openalex.org/W4250664506"],"related_works":["https://openalex.org/W2067066806","https://openalex.org/W2052502906","https://openalex.org/W1991954895","https://openalex.org/W4239071740","https://openalex.org/W2064631164","https://openalex.org/W1974570064","https://openalex.org/W2170315661","https://openalex.org/W2140382438","https://openalex.org/W2047628071","https://openalex.org/W2018074106"],"abstract_inverted_index":{"In":[0],"the":[1,3,9],"paper":[2],"results":[4,108],"of":[5,11],"extracting":[6],"and":[7,14,58,70,101,134],"selection":[8],"features":[10,67,90,100,113],"EEG":[12],"data":[13,34,72],"accelerometer":[15,32],"for":[16,37,44,84,91,114,123],"mental":[17,85,115],"status":[18,116],"evaluation":[19,117],"are":[20],"shown.":[21],"We":[22,63],"have":[23,118],"used":[24,83],"14":[25],"channel":[26],"wireless":[27],"EEG-system":[28],"Emotiv":[29],"EPOC+":[30],"with":[31],"(motional":[33],"-":[35],"MD)":[36],"short-term":[38],"recording":[39],"under":[40],"several":[41],"functional":[42],"states":[43],"10":[45],"healthy":[46],"subjects:":[47],"Functional":[48],"rest":[49],"(rest":[50],"state),":[51],"TOVA-test":[52],"(mental":[53],"load),":[54],"Hyperventilation":[55],"(physical":[56],"load)":[57],"Aftereffect":[59],"(after":[60],"test":[61],"state).":[62],"then":[64],"extracted":[65],"core":[66,89,99,105,112],"from":[68],"EEG-only":[69,88],"MD-only":[71,98],"using":[73],"principal":[74],"component":[75],"analysis.":[76],"After":[77],"that,":[78],"supervised":[79],"learning":[80],"methods":[81],"were":[82],"state":[86],"classification:":[87],"AF3,":[92],"T7,":[93],"O1,":[94],"T8,":[95],"AF4":[96],"channels,":[97],"EEG-":[102],"MD":[103],"integrated":[104,111],"features.":[106],"Experimental":[107],"showed":[109],"that":[110],"higher":[119],"prediction":[120],"accuracy":[121],"92,0%":[122],"decision":[124],"tree":[125],"method.":[126],"Copyright":[127],"\u00a9":[128],"2018":[129],"by":[130],"SCITEPRESS":[131],"\u2013":[132],"Science":[133],"Technology":[135],"Publications,":[136],"Lda.":[137],"All":[138],"rights":[139],"reserved":[140]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2021,"cited_by_count":2},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":1}],"updated_date":"2026-07-02T09:51:11.867554","created_date":"2025-10-10T00:00:00"}