{"id":"https://openalex.org/W3119278118","doi":"https://doi.org/10.1142/s0129065721300023","title":"Machine Learning Algorithms and Statistical Approaches for Alzheimer\u2019s Disease Analysis Based on Resting-State EEG Recordings: A Systematic Review","display_name":"Machine Learning Algorithms and Statistical Approaches for Alzheimer\u2019s Disease Analysis Based on Resting-State EEG Recordings: A Systematic Review","publication_year":2021,"publication_date":"2021-01-01","ids":{"openalex":"https://openalex.org/W3119278118","doi":"https://doi.org/10.1142/s0129065721300023","mag":"3119278118","pmid":"https://pubmed.ncbi.nlm.nih.gov/33588710"},"language":"en","primary_location":{"id":"doi:10.1142/s0129065721300023","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0129065721300023","pdf_url":null,"source":{"id":"https://openalex.org/S197665576","display_name":"International Journal of Neural Systems","issn_l":"0129-0657","issn":["0129-0657","1793-6462"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Neural Systems","raw_type":"journal-article"},"type":"review","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/A5050725088","display_name":"Katerina D. Tzimourta","orcid":"https://orcid.org/0000-0001-9640-7005"},"institutions":[{"id":"https://openalex.org/I194019607","display_name":"University of Ioannina","ror":"https://ror.org/01qg3j183","country_code":"GR","type":"education","lineage":["https://openalex.org/I194019607"]},{"id":"https://openalex.org/I89506807","display_name":"University of Western Macedonia","ror":"https://ror.org/00a5pe906","country_code":"GR","type":"education","lineage":["https://openalex.org/I89506807"]}],"countries":["GR"],"is_corresponding":true,"raw_author_name":"Katerina D. Tzimourta","raw_affiliation_strings":["Department of Electrical and Computer Engineering, University of Western Macedonia, Kozani, GR50100, Greece","Department of Medical Physics, Medical School, University of Ioannina, Ioannina GR45110, Greece"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, University of Western Macedonia, Kozani, GR50100, Greece","institution_ids":["https://openalex.org/I89506807"]},{"raw_affiliation_string":"Department of Medical Physics, Medical School, University of Ioannina, Ioannina GR45110, Greece","institution_ids":["https://openalex.org/I194019607"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034481003","display_name":"Vasileios Christou","orcid":"https://orcid.org/0000-0002-3231-8852"},"institutions":[{"id":"https://openalex.org/I194019607","display_name":"University of Ioannina","ror":"https://ror.org/01qg3j183","country_code":"GR","type":"education","lineage":["https://openalex.org/I194019607"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Vasileios Christou","raw_affiliation_strings":["Department of Informatics and Telecommunications, School of Informatics and Telecommunications, University of Ioannina, Arta GR47100, Greece","Q Base R&D, Science & Technology Park of Epirus, University of Ioannina Campus, Ioannina GR45110, Greece"],"affiliations":[{"raw_affiliation_string":"Department of Informatics and Telecommunications, School of Informatics and Telecommunications, University of Ioannina, Arta GR47100, Greece","institution_ids":["https://openalex.org/I194019607"]},{"raw_affiliation_string":"Q Base R&D, Science & Technology Park of Epirus, University of Ioannina Campus, Ioannina GR45110, Greece","institution_ids":["https://openalex.org/I194019607"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000270870","display_name":"Alexandros T. Tzallas","orcid":"https://orcid.org/0000-0001-9043-1290"},"institutions":[{"id":"https://openalex.org/I194019607","display_name":"University of Ioannina","ror":"https://ror.org/01qg3j183","country_code":"GR","type":"education","lineage":["https://openalex.org/I194019607"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Alexandros T. Tzallas","raw_affiliation_strings":["Department of Informatics and Telecommunications, School of Informatics and Telecommunications, University of Ioannina, Arta GR47100, Greece"],"affiliations":[{"raw_affiliation_string":"Department of Informatics and Telecommunications, School of Informatics and Telecommunications, University of Ioannina, Arta GR47100, Greece","institution_ids":["https://openalex.org/I194019607"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027454960","display_name":"\u039d\u03b9\u03ba\u03cc\u03bb\u03b1\u03bf\u03c2 \u0393\u03b9\u03b1\u03bd\u03bd\u03b1\u03ba\u03ad\u03b1\u03c2","orcid":"https://orcid.org/0000-0002-0615-783X"},"institutions":[{"id":"https://openalex.org/I194019607","display_name":"University of Ioannina","ror":"https://ror.org/01qg3j183","country_code":"GR","type":"education","lineage":["https://openalex.org/I194019607"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Nikolaos Giannakeas","raw_affiliation_strings":["Department of Informatics and Telecommunications, School of Informatics and Telecommunications, University of Ioannina, Arta GR47100, Greece"],"affiliations":[{"raw_affiliation_string":"Department of Informatics and Telecommunications, School of Informatics and Telecommunications, University of Ioannina, Arta GR47100, Greece","institution_ids":["https://openalex.org/I194019607"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029868892","display_name":"Loukas G. Astrakas","orcid":"https://orcid.org/0000-0002-4890-4805"},"institutions":[{"id":"https://openalex.org/I194019607","display_name":"University of Ioannina","ror":"https://ror.org/01qg3j183","country_code":"GR","type":"education","lineage":["https://openalex.org/I194019607"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Loukas G. Astrakas","raw_affiliation_strings":["Department of Medical Physics, Medical School, University of Ioannina, Ioannina GR45110, Greece"],"affiliations":[{"raw_affiliation_string":"Department of Medical Physics, Medical School, University of Ioannina, Ioannina GR45110, Greece","institution_ids":["https://openalex.org/I194019607"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077435406","display_name":"Pantelis Angelidis","orcid":"https://orcid.org/0000-0003-1503-8952"},"institutions":[{"id":"https://openalex.org/I89506807","display_name":"University of Western Macedonia","ror":"https://ror.org/00a5pe906","country_code":"GR","type":"education","lineage":["https://openalex.org/I89506807"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Pantelis Angelidis","raw_affiliation_strings":["Department of Electrical and Computer Engineering, University of Western Macedonia, Kozani GR50100, Greece"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, University of Western Macedonia, Kozani GR50100, Greece","institution_ids":["https://openalex.org/I89506807"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089835863","display_name":"Dimitrios Tsalikakis","orcid":"https://orcid.org/0000-0003-2685-3143"},"institutions":[{"id":"https://openalex.org/I89506807","display_name":"University of Western Macedonia","ror":"https://ror.org/00a5pe906","country_code":"GR","type":"education","lineage":["https://openalex.org/I89506807"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Dimitrios Tsalikakis","raw_affiliation_strings":["Department of Electrical and Computer Engineering, University of Western Macedonia, Kozani GR50100, Greece"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, University of Western Macedonia, Kozani GR50100, Greece","institution_ids":["https://openalex.org/I89506807"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5056731619","display_name":"Markos G. Tsipouras","orcid":"https://orcid.org/0000-0002-6757-1698"},"institutions":[{"id":"https://openalex.org/I89506807","display_name":"University of Western Macedonia","ror":"https://ror.org/00a5pe906","country_code":"GR","type":"education","lineage":["https://openalex.org/I89506807"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Markos G. Tsipouras","raw_affiliation_strings":["Department of Electrical and Computer Engineering, University of Western Macedonia, Kozani GR50100, Greece"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, University of Western Macedonia, Kozani GR50100, Greece","institution_ids":["https://openalex.org/I89506807"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5050725088"],"corresponding_institution_ids":["https://openalex.org/I194019607","https://openalex.org/I89506807"],"apc_list":null,"apc_paid":null,"fwci":7.596,"has_fulltext":false,"cited_by_count":76,"citation_normalized_percentile":{"value":0.98288555,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":"31","issue":"05","first_page":"2130002","last_page":"2130002"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9998999834060669,"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":0.9998999834060669,"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":0.9958000183105469,"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/T11021","display_name":"ECG Monitoring and Analysis","score":0.9848999977111816,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.7837051749229431},{"id":"https://openalex.org/keywords/dementia","display_name":"Dementia","score":0.6774081587791443},{"id":"https://openalex.org/keywords/neuropsychology","display_name":"Neuropsychology","score":0.5723164081573486},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5422589778900146},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5135958194732666},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.47695696353912354},{"id":"https://openalex.org/keywords/resting-state-fmri","display_name":"Resting state fMRI","score":0.4767671227455139},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.44954508543014526},{"id":"https://openalex.org/keywords/disease","display_name":"Disease","score":0.39335042238235474},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.35574060678482056},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.33081167936325073},{"id":"https://openalex.org/keywords/cognition","display_name":"Cognition","score":0.32508331537246704},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.2874649465084076},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.28530430793762207},{"id":"https://openalex.org/keywords/pathology","display_name":"Pathology","score":0.12332814931869507}],"concepts":[{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.7837051749229431},{"id":"https://openalex.org/C2779483572","wikidata":"https://www.wikidata.org/wiki/Q83030","display_name":"Dementia","level":3,"score":0.6774081587791443},{"id":"https://openalex.org/C14216870","wikidata":"https://www.wikidata.org/wiki/Q3872","display_name":"Neuropsychology","level":3,"score":0.5723164081573486},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5422589778900146},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5135958194732666},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.47695696353912354},{"id":"https://openalex.org/C66324658","wikidata":"https://www.wikidata.org/wiki/Q7316120","display_name":"Resting state fMRI","level":2,"score":0.4767671227455139},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.44954508543014526},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.39335042238235474},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.35574060678482056},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.33081167936325073},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.32508331537246704},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.2874649465084076},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.28530430793762207},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.12332814931869507}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","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":"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":"D000544","descriptor_name":"Alzheimer Disease","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D000544","descriptor_name":"Alzheimer Disease","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D000544","descriptor_name":"Alzheimer Disease","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","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":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1142/s0129065721300023","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0129065721300023","pdf_url":null,"source":{"id":"https://openalex.org/S197665576","display_name":"International Journal of Neural Systems","issn_l":"0129-0657","issn":["0129-0657","1793-6462"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Neural Systems","raw_type":"journal-article"},{"id":"pmid:33588710","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/33588710","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":"International journal of neural systems","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/17","display_name":"Partnerships for the goals","score":0.5199999809265137}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":146,"referenced_works":["https://openalex.org/W1476286403","https://openalex.org/W1486968790","https://openalex.org/W1505943987","https://openalex.org/W1603246961","https://openalex.org/W1847168837","https://openalex.org/W1862394037","https://openalex.org/W1884516729","https://openalex.org/W1901350756","https://openalex.org/W1914540552","https://openalex.org/W1968717940","https://openalex.org/W1969015364","https://openalex.org/W1975527028","https://openalex.org/W1980473120","https://openalex.org/W1982421280","https://openalex.org/W1992711095","https://openalex.org/W1997207893","https://openalex.org/W2005501262","https://openalex.org/W2012619887","https://openalex.org/W2013899329","https://openalex.org/W2023270478","https://openalex.org/W2024461202","https://openalex.org/W2030084517","https://openalex.org/W2037222792","https://openalex.org/W2037420423","https://openalex.org/W2058333965","https://openalex.org/W2059573006","https://openalex.org/W2059851411","https://openalex.org/W2060164021","https://openalex.org/W2067068261","https://openalex.org/W2068286252","https://openalex.org/W2068469303","https://openalex.org/W2071482791","https://openalex.org/W2076256000","https://openalex.org/W2077204677","https://openalex.org/W2078015570","https://openalex.org/W2083550443","https://openalex.org/W2084261516","https://openalex.org/W2085254417","https://openalex.org/W2085790164","https://openalex.org/W2087497374","https://openalex.org/W2088261337","https://openalex.org/W2088391242","https://openalex.org/W2094874201","https://openalex.org/W2100540722","https://openalex.org/W2115387754","https://openalex.org/W2116797627","https://openalex.org/W2119185655","https://openalex.org/W2123081285","https://openalex.org/W2129613547","https://openalex.org/W2129702293","https://openalex.org/W2132338668","https://openalex.org/W2134919037","https://openalex.org/W2137827918","https://openalex.org/W2148434166","https://openalex.org/W2149634562","https://openalex.org/W2151393950","https://openalex.org/W2152592639","https://openalex.org/W2163092406","https://openalex.org/W2165758561","https://openalex.org/W2174515233","https://openalex.org/W2194336409","https://openalex.org/W2280633744","https://openalex.org/W2292795565","https://openalex.org/W2293634566","https://openalex.org/W2305407035","https://openalex.org/W2307215010","https://openalex.org/W2313092765","https://openalex.org/W2317490759","https://openalex.org/W2321270736","https://openalex.org/W2331613960","https://openalex.org/W2413582275","https://openalex.org/W2472988046","https://openalex.org/W2485095717","https://openalex.org/W2512736644","https://openalex.org/W2517085803","https://openalex.org/W2532852577","https://openalex.org/W2555002837","https://openalex.org/W2555453877","https://openalex.org/W2572116989","https://openalex.org/W2576440140","https://openalex.org/W2582527077","https://openalex.org/W2595665180","https://openalex.org/W2606296795","https://openalex.org/W2612735252","https://openalex.org/W2736832651","https://openalex.org/W2737786978","https://openalex.org/W2750768494","https://openalex.org/W2752034301","https://openalex.org/W2760109299","https://openalex.org/W2766045122","https://openalex.org/W2768303128","https://openalex.org/W2769390317","https://openalex.org/W2769921776","https://openalex.org/W2779598069","https://openalex.org/W2780705833","https://openalex.org/W2781689248","https://openalex.org/W2782212990","https://openalex.org/W2788231370","https://openalex.org/W2789507848","https://openalex.org/W2790139232","https://openalex.org/W2798054687","https://openalex.org/W2802245552","https://openalex.org/W2802262302","https://openalex.org/W2885706121","https://openalex.org/W2886750048","https://openalex.org/W2890564211","https://openalex.org/W2890956950","https://openalex.org/W2890974418","https://openalex.org/W2891590090","https://openalex.org/W2892201537","https://openalex.org/W2894895904","https://openalex.org/W2895258853","https://openalex.org/W2896309090","https://openalex.org/W2897776057","https://openalex.org/W2900460839","https://openalex.org/W2903800102","https://openalex.org/W2906225119","https://openalex.org/W2907756624","https://openalex.org/W2908040982","https://openalex.org/W2910508414","https://openalex.org/W2915576076","https://openalex.org/W2917255080","https://openalex.org/W2920936173","https://openalex.org/W2922045303","https://openalex.org/W2926087227","https://openalex.org/W2927969672","https://openalex.org/W2937159247","https://openalex.org/W2938057047","https://openalex.org/W2943806423","https://openalex.org/W2950700374","https://openalex.org/W2951991535","https://openalex.org/W2954161556","https://openalex.org/W2965903703","https://openalex.org/W2966816565","https://openalex.org/W2984658408","https://openalex.org/W2996150132","https://openalex.org/W2996722826","https://openalex.org/W3006557242","https://openalex.org/W3007499076","https://openalex.org/W3009948084","https://openalex.org/W3011856986","https://openalex.org/W3024050435","https://openalex.org/W3027687918","https://openalex.org/W3034005492","https://openalex.org/W3040097459","https://openalex.org/W3201980210"],"related_works":["https://openalex.org/W4230045434","https://openalex.org/W2409059799","https://openalex.org/W364817481","https://openalex.org/W1972242255","https://openalex.org/W2890927416","https://openalex.org/W2775021631","https://openalex.org/W2128765271","https://openalex.org/W2966412519","https://openalex.org/W2922348724","https://openalex.org/W2028416698"],"abstract_inverted_index":{"Alzheimer's":[0],"Disease":[1],"(AD)":[2],"is":[3,28,95],"a":[4,15,31],"neurodegenerative":[5],"disorder":[6],"and":[7,25,38,46,69,82,137],"the":[8,50,55,84,142],"most":[9],"common":[10],"type":[11],"of":[12,23,33,54,86,106,131,141],"dementia":[13],"with":[14,90],"great":[16,63],"prevalence":[17],"in":[18,58],"western":[19],"countries.":[20],"The":[21,139],"diagnosis":[22],"AD":[24,59,80,91,126,146],"its":[26],"progression":[27],"performed":[29],"through":[30],"variety":[32],"clinical":[34],"procedures":[35],"including":[36],"neuropsychological":[37],"physical":[39],"examination,":[40],"Electroencephalographic":[41],"(EEG)":[42],"recording,":[43],"brain":[44],"imaging":[45],"blood":[47],"analysis.":[48],"During":[49],"last":[51],"decades,":[52],"analysis":[53],"electrophysiological":[56],"dynamics":[57],"patients":[60],"has":[61],"gained":[62],"research":[64],"interest,":[65],"as":[66,93],"an":[67],"alternative":[68],"cost-effective":[70],"approach.":[71],"This":[72],"paper":[73],"summarizes":[74],"recent":[75],"publications":[76],"focusing":[77],"on":[78,120,145,161],"(a)":[79],"detection":[81,147],"(b)":[83],"correlation":[85],"quantitative":[87],"EEG":[88,123,163],"features":[89],"progression,":[92],"it":[94],"estimated":[96],"by":[97],"Mini":[98],"Mental":[99],"State":[100],"Examination":[101],"(MMSE)":[102],"score.":[103],"A":[104],"total":[105],"49":[107],"experimental":[108,133],"studies":[109,143,169],"published":[110],"from":[111,125],"2009":[112],"until":[113],"2020,":[114],"which":[115],"apply":[116],"machine":[117],"learning":[118,154],"algorithms":[119],"resting":[121],"state":[122],"recordings":[124],"patients,":[127],"are":[128,135,170],"reviewed.":[129],"Results":[130],"each":[132],"study":[134],"presented":[136],"compared.":[138],"majority":[140],"focus":[144],"incorporating":[148],"Support":[149],"Vector":[150],"Machines,":[151],"while":[152],"deep":[153],"techniques":[155],"have":[156],"not":[157],"yet":[158],"been":[159],"applied":[160],"large":[162],"datasets.":[164],"Promising":[165],"conclusions":[166],"for":[167],"future":[168],"presented.":[171]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":11},{"year":2024,"cited_by_count":9},{"year":2023,"cited_by_count":17},{"year":2022,"cited_by_count":28},{"year":2021,"cited_by_count":10}],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2025-10-10T00:00:00"}