{"id":"https://openalex.org/W4383343709","doi":"https://doi.org/10.1007/s10489-023-04702-5","title":"Feature engineering of EEG applied to mental disorders: a systematic mapping study","display_name":"Feature engineering of EEG applied to mental disorders: a systematic mapping study","publication_year":2023,"publication_date":"2023-07-06","ids":{"openalex":"https://openalex.org/W4383343709","doi":"https://doi.org/10.1007/s10489-023-04702-5"},"language":"en","primary_location":{"id":"doi:10.1007/s10489-023-04702-5","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10489-023-04702-5","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10489-023-04702-5.pdf","source":{"id":"https://openalex.org/S74726891","display_name":"Applied Intelligence","issn_l":"0924-669X","issn":["0924-669X","1573-7497"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Applied Intelligence","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s10489-023-04702-5.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5092412983","display_name":"Sandra Garc\u00eda-Ponsoda","orcid":"https://orcid.org/0000-0002-0739-6680"},"institutions":[{"id":"https://openalex.org/I130194489","display_name":"University of Alicante","ror":"https://ror.org/05t8bcz72","country_code":"ES","type":"education","lineage":["https://openalex.org/I130194489"]},{"id":"https://openalex.org/I4210131846","display_name":"Artificial Intelligence Research Institute","ror":"https://ror.org/03c0ach84","country_code":"ES","type":"facility","lineage":["https://openalex.org/I134820265","https://openalex.org/I4210131846"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"Sandra Garc\u00eda-Ponsoda","raw_affiliation_strings":["Lucentia Research Group - Department of Software and Computing Systems, University of Alicante, Carretera de San Vicente del Raspeig, s/n, San Vicente del Raspeig, 03690, Spain","ValgrAI - Valencian Graduate School and Research Network for Artificial Intelligence, Cam\u00ed de Vera s/n, Valencia, 46022, Spain"],"affiliations":[{"raw_affiliation_string":"Lucentia Research Group - Department of Software and Computing Systems, University of Alicante, Carretera de San Vicente del Raspeig, s/n, San Vicente del Raspeig, 03690, Spain","institution_ids":["https://openalex.org/I130194489"]},{"raw_affiliation_string":"ValgrAI - Valencian Graduate School and Research Network for Artificial Intelligence, Cam\u00ed de Vera s/n, Valencia, 46022, Spain","institution_ids":["https://openalex.org/I4210131846"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002758019","display_name":"Jorge Garc\u00eda\u2010Carrasco","orcid":"https://orcid.org/0000-0003-3174-083X"},"institutions":[{"id":"https://openalex.org/I130194489","display_name":"University of Alicante","ror":"https://ror.org/05t8bcz72","country_code":"ES","type":"education","lineage":["https://openalex.org/I130194489"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Jorge Garc\u00eda-Carrasco","raw_affiliation_strings":["Lucentia Research Group - Department of Software and Computing Systems, University of Alicante, Carretera de San Vicente del Raspeig, s/n, San Vicente del Raspeig, 03690, Spain"],"affiliations":[{"raw_affiliation_string":"Lucentia Research Group - Department of Software and Computing Systems, University of Alicante, Carretera de San Vicente del Raspeig, s/n, San Vicente del Raspeig, 03690, Spain","institution_ids":["https://openalex.org/I130194489"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005182198","display_name":"Miguel A. Teruel","orcid":"https://orcid.org/0000-0003-0102-6918"},"institutions":[{"id":"https://openalex.org/I130194489","display_name":"University of Alicante","ror":"https://ror.org/05t8bcz72","country_code":"ES","type":"education","lineage":["https://openalex.org/I130194489"]},{"id":"https://openalex.org/I4387154003","display_name":"Instituto de investigaci\u00f3n sanitaria y biom\u00e9dica de Alicante","ror":"https://ror.org/00zmnkx60","country_code":null,"type":"facility","lineage":["https://openalex.org/I111262870","https://openalex.org/I130194489","https://openalex.org/I2802828525","https://openalex.org/I4210095330","https://openalex.org/I4210137674","https://openalex.org/I4387154003"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Miguel A. Teruel","raw_affiliation_strings":["Alicante Institute for Health and Biomedical Research (ISABIAL), Alicante, Spain","Lucentia Research Group - Department of Software and Computing Systems, University of Alicante, Carretera de San Vicente del Raspeig, s/n, San Vicente del Raspeig, 03690, Spain"],"affiliations":[{"raw_affiliation_string":"Alicante Institute for Health and Biomedical Research (ISABIAL), Alicante, Spain","institution_ids":["https://openalex.org/I4387154003"]},{"raw_affiliation_string":"Lucentia Research Group - Department of Software and Computing Systems, University of Alicante, Carretera de San Vicente del Raspeig, s/n, San Vicente del Raspeig, 03690, Spain","institution_ids":["https://openalex.org/I130194489"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091436252","display_name":"Alejandro Mat\u00e9","orcid":"https://orcid.org/0000-0001-7770-3693"},"institutions":[{"id":"https://openalex.org/I130194489","display_name":"University of Alicante","ror":"https://ror.org/05t8bcz72","country_code":"ES","type":"education","lineage":["https://openalex.org/I130194489"]},{"id":"https://openalex.org/I4387154003","display_name":"Instituto de investigaci\u00f3n sanitaria y biom\u00e9dica de Alicante","ror":"https://ror.org/00zmnkx60","country_code":null,"type":"facility","lineage":["https://openalex.org/I111262870","https://openalex.org/I130194489","https://openalex.org/I2802828525","https://openalex.org/I4210095330","https://openalex.org/I4210137674","https://openalex.org/I4387154003"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Alejandro Mat\u00e9","raw_affiliation_strings":["Alicante Institute for Health and Biomedical Research (ISABIAL), Alicante, Spain","Lucentia Research Group - Department of Software and Computing Systems, University of Alicante, Carretera de San Vicente del Raspeig, s/n, San Vicente del Raspeig, 03690, Spain"],"affiliations":[{"raw_affiliation_string":"Alicante Institute for Health and Biomedical Research (ISABIAL), Alicante, Spain","institution_ids":["https://openalex.org/I4387154003"]},{"raw_affiliation_string":"Lucentia Research Group - Department of Software and Computing Systems, University of Alicante, Carretera de San Vicente del Raspeig, s/n, San Vicente del Raspeig, 03690, Spain","institution_ids":["https://openalex.org/I130194489"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5087667090","display_name":"Juan Trujillo","orcid":"https://orcid.org/0000-0003-0139-6724"},"institutions":[{"id":"https://openalex.org/I130194489","display_name":"University of Alicante","ror":"https://ror.org/05t8bcz72","country_code":"ES","type":"education","lineage":["https://openalex.org/I130194489"]},{"id":"https://openalex.org/I4387154003","display_name":"Instituto de investigaci\u00f3n sanitaria y biom\u00e9dica de Alicante","ror":"https://ror.org/00zmnkx60","country_code":null,"type":"facility","lineage":["https://openalex.org/I111262870","https://openalex.org/I130194489","https://openalex.org/I2802828525","https://openalex.org/I4210095330","https://openalex.org/I4210137674","https://openalex.org/I4387154003"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Juan Trujillo","raw_affiliation_strings":["Alicante Institute for Health and Biomedical Research (ISABIAL), Alicante, Spain","Lucentia Research Group - Department of Software and Computing Systems, University of Alicante, Carretera de San Vicente del Raspeig, s/n, San Vicente del Raspeig, 03690, Spain"],"affiliations":[{"raw_affiliation_string":"Alicante Institute for Health and Biomedical Research (ISABIAL), Alicante, Spain","institution_ids":["https://openalex.org/I4387154003"]},{"raw_affiliation_string":"Lucentia Research Group - Department of Software and Computing Systems, University of Alicante, Carretera de San Vicente del Raspeig, s/n, San Vicente del Raspeig, 03690, Spain","institution_ids":["https://openalex.org/I130194489"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5092412983"],"corresponding_institution_ids":["https://openalex.org/I130194489","https://openalex.org/I4210131846"],"apc_list":{"value":2390,"currency":"EUR","value_usd":2990},"apc_paid":{"value":2390,"currency":"EUR","value_usd":2990},"fwci":3.8711,"has_fulltext":true,"cited_by_count":22,"citation_normalized_percentile":{"value":0.94143413,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"53","issue":"20","first_page":"23203","last_page":"23243"},"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":0.9987999796867371,"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/T10581","display_name":"Neural dynamics and brain function","score":0.9965000152587891,"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/computer-science","display_name":"Computer science","score":0.8084554672241211},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.6774300336837769},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5694547295570374},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5443037152290344},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.4865090250968933},{"id":"https://openalex.org/keywords/population","display_name":"Population","score":0.4586581587791443},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.4500192403793335},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.43039727210998535},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.42299267649650574},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.410513699054718},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.34806734323501587},{"id":"https://openalex.org/keywords/psychiatry","display_name":"Psychiatry","score":0.09004440903663635},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.08031034469604492}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8084554672241211},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.6774300336837769},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5694547295570374},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5443037152290344},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.4865090250968933},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.4586581587791443},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.4500192403793335},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.43039727210998535},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.42299267649650574},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.410513699054718},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.34806734323501587},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.09004440903663635},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.08031034469604492},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"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/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C99454951","wikidata":"https://www.wikidata.org/wiki/Q932068","display_name":"Environmental health","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s10489-023-04702-5","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10489-023-04702-5","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10489-023-04702-5.pdf","source":{"id":"https://openalex.org/S74726891","display_name":"Applied Intelligence","issn_l":"0924-669X","issn":["0924-669X","1573-7497"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Applied Intelligence","raw_type":"journal-article"},{"id":"pmh:oai:rua.ua.es:10045/135841","is_oa":true,"landing_page_url":"http://hdl.handle.net/10045/135841","pdf_url":"http://rua.ua.es/dspace/bitstream/10045/135841/6/Garcia-Ponsoda_etal_2023_ApplIntell.pdf","source":{"id":"https://openalex.org/S4306400416","display_name":"Repositorio Institucional de la Universidad de Alicante (Universidad de Alicante)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I130194489","host_organization_name":"University of Alicante","host_organization_lineage":["https://openalex.org/I130194489"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.1007/s10489-023-04702-5","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10489-023-04702-5","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10489-023-04702-5.pdf","source":{"id":"https://openalex.org/S74726891","display_name":"Applied Intelligence","issn_l":"0924-669X","issn":["0924-669X","1573-7497"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Applied Intelligence","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4","score":0.5400000214576721}],"awards":[{"id":"https://openalex.org/G4238776159","display_name":null,"funder_award_id":"PID2020-112540RB-C4","funder_id":"https://openalex.org/F4320322930","funder_display_name":"Ministerio de Ciencia e Innovaci\u00f3n"},{"id":"https://openalex.org/G8144641840","display_name":null,"funder_award_id":"PROMETEO/2021/088","funder_id":"https://openalex.org/F4320336489","funder_display_name":"Conselleria de Innovaci\u00f3n, Universidades, Ciencia y Sociedad Digital, Generalitat Valenciana"},{"id":"https://openalex.org/G8576174841","display_name":null,"funder_award_id":"Grant number","funder_id":"https://openalex.org/F4320322930","funder_display_name":"Ministerio de Ciencia e Innovaci\u00f3n"}],"funders":[{"id":"https://openalex.org/F4320322930","display_name":"Ministerio de Ciencia e Innovaci\u00f3n","ror":"https://ror.org/034900433"},{"id":"https://openalex.org/F4320336489","display_name":"Conselleria de Innovaci\u00f3n, Universidades, Ciencia y Sociedad Digital, Generalitat Valenciana","ror":null}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4383343709.pdf"},"referenced_works_count":146,"referenced_works":["https://openalex.org/W4214443","https://openalex.org/W84428182","https://openalex.org/W97720356","https://openalex.org/W429766147","https://openalex.org/W1479317506","https://openalex.org/W1583700199","https://openalex.org/W1584161386","https://openalex.org/W1663973292","https://openalex.org/W1817561967","https://openalex.org/W1883664232","https://openalex.org/W1908991523","https://openalex.org/W1965262908","https://openalex.org/W1967320885","https://openalex.org/W1969692299","https://openalex.org/W1970092787","https://openalex.org/W1970361289","https://openalex.org/W1978437325","https://openalex.org/W1991033480","https://openalex.org/W1991750181","https://openalex.org/W1991771538","https://openalex.org/W2003932324","https://openalex.org/W2004915807","https://openalex.org/W2007221293","https://openalex.org/W2009914532","https://openalex.org/W2011237454","https://openalex.org/W2025758384","https://openalex.org/W2027927824","https://openalex.org/W2031614119","https://openalex.org/W2038569871","https://openalex.org/W2046609661","https://openalex.org/W2052258972","https://openalex.org/W2058108929","https://openalex.org/W2060365990","https://openalex.org/W2072668705","https://openalex.org/W2082418604","https://openalex.org/W2091539865","https://openalex.org/W2098395403","https://openalex.org/W2108824330","https://openalex.org/W2109886793","https://openalex.org/W2111072639","https://openalex.org/W2119234283","https://openalex.org/W2134050473","https://openalex.org/W2134149004","https://openalex.org/W2142392545","https://openalex.org/W2143545157","https://openalex.org/W2144269887","https://openalex.org/W2145487065","https://openalex.org/W2167852129","https://openalex.org/W2168825483","https://openalex.org/W2172016139","https://openalex.org/W2183533393","https://openalex.org/W2216946510","https://openalex.org/W2236380021","https://openalex.org/W2295124130","https://openalex.org/W2341760625","https://openalex.org/W2423195739","https://openalex.org/W2513213398","https://openalex.org/W2586456943","https://openalex.org/W2734586277","https://openalex.org/W2750977128","https://openalex.org/W2751884637","https://openalex.org/W2756277016","https://openalex.org/W2762344740","https://openalex.org/W2767516119","https://openalex.org/W2767610772","https://openalex.org/W2786055246","https://openalex.org/W2801704870","https://openalex.org/W2807017672","https://openalex.org/W2808108733","https://openalex.org/W2887501928","https://openalex.org/W2898040341","https://openalex.org/W2905370322","https://openalex.org/W2907148404","https://openalex.org/W2909240409","https://openalex.org/W2948978827","https://openalex.org/W2951934944","https://openalex.org/W2963995604","https://openalex.org/W2965743638","https://openalex.org/W2974734894","https://openalex.org/W2977685912","https://openalex.org/W2981275956","https://openalex.org/W2989207397","https://openalex.org/W2991524019","https://openalex.org/W2994921215","https://openalex.org/W3000255265","https://openalex.org/W3003453726","https://openalex.org/W3008664942","https://openalex.org/W3015966200","https://openalex.org/W3022738203","https://openalex.org/W3031127640","https://openalex.org/W3032377390","https://openalex.org/W3033097901","https://openalex.org/W3083067908","https://openalex.org/W3083765205","https://openalex.org/W3084407798","https://openalex.org/W3086032303","https://openalex.org/W3090425814","https://openalex.org/W3090812131","https://openalex.org/W3092388691","https://openalex.org/W3092609815","https://openalex.org/W3092775435","https://openalex.org/W3096363998","https://openalex.org/W3113102112","https://openalex.org/W3119640139","https://openalex.org/W3123601366","https://openalex.org/W3126795333","https://openalex.org/W3128855809","https://openalex.org/W3134700899","https://openalex.org/W3137217840","https://openalex.org/W3140301847","https://openalex.org/W3150247581","https://openalex.org/W3151434210","https://openalex.org/W3154339835","https://openalex.org/W3156063572","https://openalex.org/W3158055265","https://openalex.org/W3160181370","https://openalex.org/W3161558656","https://openalex.org/W3163147779","https://openalex.org/W3164114146","https://openalex.org/W3164801314","https://openalex.org/W3165430704","https://openalex.org/W3187983203","https://openalex.org/W3190900077","https://openalex.org/W3196410303","https://openalex.org/W3205470944","https://openalex.org/W4200534561","https://openalex.org/W4205117765","https://openalex.org/W4213068078","https://openalex.org/W4223447344","https://openalex.org/W4225619919","https://openalex.org/W4246281264","https://openalex.org/W4247007654","https://openalex.org/W4282842198","https://openalex.org/W4296038679","https://openalex.org/W4296818306","https://openalex.org/W4297505026","https://openalex.org/W4308368594","https://openalex.org/W4309462873","https://openalex.org/W4309492340","https://openalex.org/W4311442013","https://openalex.org/W4312083856","https://openalex.org/W4313251908","https://openalex.org/W4313443687","https://openalex.org/W4313585221","https://openalex.org/W4313893305","https://openalex.org/W6922618758"],"related_works":["https://openalex.org/W2922348724","https://openalex.org/W200322357","https://openalex.org/W2130428257","https://openalex.org/W4308951944","https://openalex.org/W4312960290","https://openalex.org/W2057366091","https://openalex.org/W2049513647","https://openalex.org/W2988848585","https://openalex.org/W4233722919","https://openalex.org/W2032664813"],"abstract_inverted_index":{"Abstract":[0,313],"Around":[1],"a":[2,35,85,117,185,228,279,283],"third":[3],"of":[4,8,16,53,72,143,152,212,231,259,309],"the":[5,46,51,70,77,144,150,157,162,167,197,234,257,264,269,274,287,301,306,310],"total":[6],"population":[7],"Europe":[9],"suffers":[10],"from":[11,125,175],"mental":[12,27,131,158,204,224,265],"disorders.":[13,132,225],"The":[14],"use":[15],"electroencephalography":[17],"(EEG)":[18],"together":[19],"with":[20],"Machine":[21],"Learning":[22],"(ML)":[23],"algorithms":[24],"to":[25,33,50,129,147,149,202,263,290],"diagnose":[26],"disorders":[28],"has":[29],"recently":[30],"been":[31,295],"shown":[32],"be":[34,59,94],"prominent":[36],"research":[37],"area,":[38],"as":[39,107],"exposed":[40],"by":[41],"several":[42,209],"reviews":[43],"focused":[44,122],"on":[45,123,191],"field.":[47],"Nevertheless,":[48],"previous":[49],"application":[52],"ML":[54,82,275],"algorithms,":[55],"EEG":[56,126],"data":[57,105,127],"should":[58],"correctly":[60],"preprocessed":[61],"and":[62,84,166,216,248,255,273,297,299],"prepared":[63],"via":[64],"Feature":[65],"Engineering":[66],"(FE).":[67],"In":[68,89],"fact,":[69],"choice":[71],"FE":[73,97,124,163,200,235,270],"techniques":[74,164,201,276,293],"can":[75,93],"make":[76],"difference":[78],"between":[79],"an":[80],"unusable":[81],"model":[83],"simple,":[86],"effective":[87],"model.":[88],"other":[90],"words,":[91],"it":[92,141],"said":[95],"that":[96],"is":[98,237],"crucial,":[99],"especially":[100],"when":[101],"using":[102],"complex,":[103],"non-stationary":[104],"such":[106],"EEG.":[108],"To":[109,226],"this":[110,113],"aim,":[111],"in":[112,305],"paper":[114],"we":[115,183,195,207,218,253,281],"present":[116],"Systematic":[118],"Mapping":[119],"Study":[120],"(SMS)":[121],"used":[128,199,214],"identify":[130,291],"Our":[133,178],"SMS":[134],"covers":[135],"more":[136],"than":[137],"900":[138],"papers,":[139],"making":[140],"one":[142],"most":[145,198],"comprehensive":[146],"date,":[148],"best":[151],"our":[153],"knowledge.":[154],"We":[155],"gathered":[156],"disorder":[159,266],"addressed,":[160],"all":[161,213],"used,":[165,272],"Artificial":[168],"Intelligence":[169],"(AI)":[170],"algorithm":[171],"applied":[172],"for":[173,188,222,286],"classification":[174],"each":[176],"paper.":[177],"main":[179],"contributions":[180],"are:":[181],"(i)":[182,242],"offer":[184],"starting":[186],"point":[187],"new":[189],"researchers":[190],"these":[192],"topics,":[193],"(ii)":[194,245],"extract":[196],"classify":[203,254],"disorders,":[205],"(iii)":[206,249],"show":[208],"graphical":[210],"distributions":[211],"techniques,":[215,233],"(iv)":[217],"provide":[219,227,282],"critical":[220],"conclusions":[221],"detecting":[223],"better":[229],"overview":[230],"existing":[232,260],"process":[236],"divided":[238],"into":[239],"three":[240],"parts:":[241],"signal":[243],"transformation,":[244],"feature":[246,250],"extraction,":[247],"selection.":[251],"Moreover,":[252],"analyze":[256],"distribution":[258],"papers":[261],"according":[262],"they":[267],"treat,":[268],"processes":[271],"applied.":[277],"As":[278],"result,":[280],"valuable":[284],"reference":[285],"scientific":[288],"community":[289],"which":[292],"have":[294],"proven":[296],"tested":[298],"where":[300],"gaps":[302],"are":[303],"located":[304],"current":[307],"state":[308],"art.":[311],"Graphical":[312]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":9},{"year":2024,"cited_by_count":11},{"year":2023,"cited_by_count":1}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}