{"id":"https://openalex.org/W2912108320","doi":"https://doi.org/10.1109/tbme.2019.2898871","title":"M/EEG-Based Bio-Markers to Predict the MCI and Alzheimer's Disease: A Review From the ML Perspective","display_name":"M/EEG-Based Bio-Markers to Predict the MCI and Alzheimer's Disease: A Review From the ML Perspective","publication_year":2019,"publication_date":"2019-02-12","ids":{"openalex":"https://openalex.org/W2912108320","doi":"https://doi.org/10.1109/tbme.2019.2898871","mag":"2912108320","pmid":"https://pubmed.ncbi.nlm.nih.gov/30762522"},"language":"en","primary_location":{"id":"doi:10.1109/tbme.2019.2898871","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tbme.2019.2898871","pdf_url":null,"source":{"id":"https://openalex.org/S5240358","display_name":"IEEE Transactions on Biomedical Engineering","issn_l":"0018-9294","issn":["0018-9294","1558-2531"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Biomedical Engineering","raw_type":"journal-article"},"type":"review","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://pure.ulster.ac.uk/ws/files/75958611/Accepted_paper.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5040786747","display_name":"Su Yang","orcid":"https://orcid.org/0000-0002-6618-7483"},"institutions":[{"id":"https://openalex.org/I138801177","display_name":"University of Ulster","ror":"https://ror.org/01yp9g959","country_code":"GB","type":"education","lineage":["https://openalex.org/I138801177"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Su Yang","raw_affiliation_strings":["Intelligent Systems Research Centre, School of Computing, Ulster University, Londonderry, U.K"],"affiliations":[{"raw_affiliation_string":"Intelligent Systems Research Centre, School of Computing, Ulster University, Londonderry, U.K","institution_ids":["https://openalex.org/I138801177"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005902316","display_name":"Jos\u00e9 M. S\u00e1nchez\u2010Bornot","orcid":"https://orcid.org/0000-0003-4014-4255"},"institutions":[{"id":"https://openalex.org/I138801177","display_name":"University of Ulster","ror":"https://ror.org/01yp9g959","country_code":"GB","type":"education","lineage":["https://openalex.org/I138801177"]},{"id":"https://openalex.org/I4210105785","display_name":"Intelligent Systems Research (United States)","ror":"https://ror.org/01reevc91","country_code":"US","type":"company","lineage":["https://openalex.org/I4210105785"]}],"countries":["GB","US"],"is_corresponding":false,"raw_author_name":"Jose Miguel Sanchez Bornot","raw_affiliation_strings":["Intelligent Systems Research Centre, Ulster University"],"affiliations":[{"raw_affiliation_string":"Intelligent Systems Research Centre, Ulster University","institution_ids":["https://openalex.org/I138801177","https://openalex.org/I4210105785"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059817221","display_name":"KongFatt Wong\u2010Lin","orcid":"https://orcid.org/0000-0001-8724-4398"},"institutions":[{"id":"https://openalex.org/I138801177","display_name":"University of Ulster","ror":"https://ror.org/01yp9g959","country_code":"GB","type":"education","lineage":["https://openalex.org/I138801177"]},{"id":"https://openalex.org/I4210105785","display_name":"Intelligent Systems Research (United States)","ror":"https://ror.org/01reevc91","country_code":"US","type":"company","lineage":["https://openalex.org/I4210105785"]}],"countries":["GB","US"],"is_corresponding":false,"raw_author_name":"Kongfatt Wong-Lin","raw_affiliation_strings":["Intelligent Systems Research Centre, Ulster University"],"affiliations":[{"raw_affiliation_string":"Intelligent Systems Research Centre, Ulster University","institution_ids":["https://openalex.org/I138801177","https://openalex.org/I4210105785"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5054882631","display_name":"Girijesh Prasad","orcid":"https://orcid.org/0000-0003-3284-9589"},"institutions":[{"id":"https://openalex.org/I138801177","display_name":"University of Ulster","ror":"https://ror.org/01yp9g959","country_code":"GB","type":"education","lineage":["https://openalex.org/I138801177"]},{"id":"https://openalex.org/I4210105785","display_name":"Intelligent Systems Research (United States)","ror":"https://ror.org/01reevc91","country_code":"US","type":"company","lineage":["https://openalex.org/I4210105785"]}],"countries":["GB","US"],"is_corresponding":false,"raw_author_name":"Girijesh Prasad","raw_affiliation_strings":["Intelligent Systems Research Centre, Ulster University"],"affiliations":[{"raw_affiliation_string":"Intelligent Systems Research Centre, Ulster University","institution_ids":["https://openalex.org/I138801177","https://openalex.org/I4210105785"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5040786747"],"corresponding_institution_ids":["https://openalex.org/I138801177"],"apc_list":null,"apc_paid":null,"fwci":6.6983,"has_fulltext":true,"cited_by_count":113,"citation_normalized_percentile":{"value":0.97610315,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":"66","issue":"10","first_page":"2924","last_page":"2935"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9997000098228455,"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":0.9997000098228455,"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":0.9962000250816345,"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/T10009","display_name":"Dementia and Cognitive Impairment Research","score":0.982699990272522,"subfield":{"id":"https://openalex.org/subfields/2738","display_name":"Psychiatry and Mental health"},"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/magnetoencephalography","display_name":"Magnetoencephalography","score":0.8938525915145874},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.8799832463264465},{"id":"https://openalex.org/keywords/modalities","display_name":"Modalities","score":0.7724785804748535},{"id":"https://openalex.org/keywords/cognitive-impairment","display_name":"Cognitive impairment","score":0.6259957551956177},{"id":"https://openalex.org/keywords/modality","display_name":"Modality (human\u2013computer interaction)","score":0.5393751263618469},{"id":"https://openalex.org/keywords/perspective","display_name":"Perspective (graphical)","score":0.4821581244468689},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.47622519731521606},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4663625955581665},{"id":"https://openalex.org/keywords/alzheimers-disease","display_name":"Alzheimer's disease","score":0.4175493121147156},{"id":"https://openalex.org/keywords/cognition","display_name":"Cognition","score":0.38439929485321045},{"id":"https://openalex.org/keywords/disease","display_name":"Disease","score":0.36679837107658386},{"id":"https://openalex.org/keywords/audiology","display_name":"Audiology","score":0.3642041087150574},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.36330050230026245},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3398802876472473},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.29644399881362915},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.27331727743148804},{"id":"https://openalex.org/keywords/pathology","display_name":"Pathology","score":0.09930765628814697}],"concepts":[{"id":"https://openalex.org/C556910895","wikidata":"https://www.wikidata.org/wiki/Q384188","display_name":"Magnetoencephalography","level":3,"score":0.8938525915145874},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.8799832463264465},{"id":"https://openalex.org/C2779903281","wikidata":"https://www.wikidata.org/wiki/Q6888026","display_name":"Modalities","level":2,"score":0.7724785804748535},{"id":"https://openalex.org/C2984915365","wikidata":"https://www.wikidata.org/wiki/Q5141203","display_name":"Cognitive impairment","level":3,"score":0.6259957551956177},{"id":"https://openalex.org/C2780226545","wikidata":"https://www.wikidata.org/wiki/Q6888030","display_name":"Modality (human\u2013computer interaction)","level":2,"score":0.5393751263618469},{"id":"https://openalex.org/C12713177","wikidata":"https://www.wikidata.org/wiki/Q1900281","display_name":"Perspective (graphical)","level":2,"score":0.4821581244468689},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.47622519731521606},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4663625955581665},{"id":"https://openalex.org/C502032728","wikidata":"https://www.wikidata.org/wiki/Q11081","display_name":"Alzheimer's disease","level":3,"score":0.4175493121147156},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.38439929485321045},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.36679837107658386},{"id":"https://openalex.org/C548259974","wikidata":"https://www.wikidata.org/wiki/Q569965","display_name":"Audiology","level":1,"score":0.3642041087150574},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.36330050230026245},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3398802876472473},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.29644399881362915},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.27331727743148804},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.09930765628814697},{"id":"https://openalex.org/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","level":1,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0}],"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":"D000544","descriptor_name":"Alzheimer Disease","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D000544","descriptor_name":"Alzheimer Disease","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D000544","descriptor_name":"Alzheimer Disease","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D003937","descriptor_name":"Diagnosis, Differential","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003937","descriptor_name":"Diagnosis, Differential","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003937","descriptor_name":"Diagnosis, Differential","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":"Q000379","qualifier_name":"methods","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},{"descriptor_ui":"D011379","descriptor_name":"Prognosis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011379","descriptor_name":"Prognosis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011379","descriptor_name":"Prognosis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015225","descriptor_name":"Magnetoencephalography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D015225","descriptor_name":"Magnetoencephalography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D015225","descriptor_name":"Magnetoencephalography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D015415","descriptor_name":"Biomarkers","qualifier_ui":"Q000032","qualifier_name":"analysis","is_major_topic":false},{"descriptor_ui":"D015415","descriptor_name":"Biomarkers","qualifier_ui":"Q000032","qualifier_name":"analysis","is_major_topic":false},{"descriptor_ui":"D015415","descriptor_name":"Biomarkers","qualifier_ui":"Q000032","qualifier_name":"analysis","is_major_topic":false},{"descriptor_ui":"D060825","descriptor_name":"Cognitive Dysfunction","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D060825","descriptor_name":"Cognitive Dysfunction","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D060825","descriptor_name":"Cognitive Dysfunction","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false}],"locations_count":5,"locations":[{"id":"doi:10.1109/tbme.2019.2898871","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tbme.2019.2898871","pdf_url":null,"source":{"id":"https://openalex.org/S5240358","display_name":"IEEE Transactions on Biomedical Engineering","issn_l":"0018-9294","issn":["0018-9294","1558-2531"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Biomedical Engineering","raw_type":"journal-article"},{"id":"pmid:30762522","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/30762522","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":"IEEE transactions on bio-medical engineering","raw_type":null},{"id":"pmh:oai:repository.uwl.ac.uk:7925","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4306402477","display_name":"UWL Repository (University of West London)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I177463362","host_organization_name":"University of West London","host_organization_lineage":["https://openalex.org/I177463362"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"","raw_type":"Article"},{"id":"pmh:oai:pure.atira.dk:publications/435528c6-b19c-4055-a281-cd5ee67ed642","is_oa":true,"landing_page_url":"https://pure.ulster.ac.uk/en/publications/435528c6-b19c-4055-a281-cd5ee67ed642","pdf_url":"https://pure.ulster.ac.uk/ws/files/75958611/Accepted_paper.pdf","source":{"id":"https://openalex.org/S4306402454","display_name":"Ulster University Research Portal (Ulster University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I138801177","host_organization_name":"University of Ulster","host_organization_lineage":["https://openalex.org/I138801177"],"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":"Yang, S, Sanchez Bornot, J, Wong-Lin, K & Prasad, G 2019, 'M/EEG-Based Bio-Markers to Predict the MCI and Alzheimer's Disease: A Review From the ML Perspective', IEEE Transactions on Biomedical Engineering, vol. 66, no. 10, 8640065, pp. 2924-2935. https://doi.org/10.1109/TBME.2019.2898871","raw_type":"info:eu-repo/semantics/publishedVersion"},{"id":"pmh:oai:repository.uwl.ac.uk:7925","is_oa":true,"landing_page_url":"https://orcid.org/0000-0002-6618-7483","pdf_url":"https://repository.uwl.ac.uk/id/eprint/7925/1/Accepted_paper.pdf","source":{"id":"https://openalex.org/S4306402477","display_name":"UWL Repository (University of West London)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I177463362","host_organization_name":"University of West London","host_organization_lineage":["https://openalex.org/I177463362"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"PeerReviewed"}],"best_oa_location":{"id":"pmh:oai:pure.atira.dk:publications/435528c6-b19c-4055-a281-cd5ee67ed642","is_oa":true,"landing_page_url":"https://pure.ulster.ac.uk/en/publications/435528c6-b19c-4055-a281-cd5ee67ed642","pdf_url":"https://pure.ulster.ac.uk/ws/files/75958611/Accepted_paper.pdf","source":{"id":"https://openalex.org/S4306402454","display_name":"Ulster University Research Portal (Ulster University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I138801177","host_organization_name":"University of Ulster","host_organization_lineage":["https://openalex.org/I138801177"],"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":"Yang, S, Sanchez Bornot, J, Wong-Lin, K & Prasad, G 2019, 'M/EEG-Based Bio-Markers to Predict the MCI and Alzheimer's Disease: A Review From the ML Perspective', IEEE Transactions on Biomedical Engineering, vol. 66, no. 10, 8640065, pp. 2924-2935. https://doi.org/10.1109/TBME.2019.2898871","raw_type":"info:eu-repo/semantics/publishedVersion"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G317957207","display_name":null,"funder_award_id":"1303/101154803","funder_id":"https://openalex.org/F4320314204","funder_display_name":"Invest Northern Ireland"},{"id":"https://openalex.org/G3612310131","display_name":null,"funder_award_id":"1303/101154803","funder_id":"https://openalex.org/F4320320859","funder_display_name":"Ulster University"}],"funders":[{"id":"https://openalex.org/F4320314204","display_name":"Invest Northern Ireland","ror":"https://ror.org/00qnrsq87"},{"id":"https://openalex.org/F4320320859","display_name":"Ulster University","ror":"https://ror.org/01yp9g959"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2912108320.pdf","grobid_xml":"https://content.openalex.org/works/W2912108320.grobid-xml"},"referenced_works_count":71,"referenced_works":["https://openalex.org/W31392047","https://openalex.org/W1073194301","https://openalex.org/W1486613550","https://openalex.org/W1566347475","https://openalex.org/W1602015248","https://openalex.org/W2001097956","https://openalex.org/W2007221293","https://openalex.org/W2011589744","https://openalex.org/W2022563718","https://openalex.org/W2026430219","https://openalex.org/W2038231417","https://openalex.org/W2050708294","https://openalex.org/W2052226124","https://openalex.org/W2055308150","https://openalex.org/W2078316336","https://openalex.org/W2083015405","https://openalex.org/W2102757742","https://openalex.org/W2103095005","https://openalex.org/W2104299501","https://openalex.org/W2104602831","https://openalex.org/W2113708991","https://openalex.org/W2115017507","https://openalex.org/W2116709840","https://openalex.org/W2118352166","https://openalex.org/W2120078534","https://openalex.org/W2124119608","https://openalex.org/W2126016324","https://openalex.org/W2127554244","https://openalex.org/W2147899888","https://openalex.org/W2151662136","https://openalex.org/W2155096749","https://openalex.org/W2165611870","https://openalex.org/W2168573499","https://openalex.org/W2169895600","https://openalex.org/W2292795565","https://openalex.org/W2317361488","https://openalex.org/W2336274017","https://openalex.org/W2421101021","https://openalex.org/W2537734716","https://openalex.org/W2557301950","https://openalex.org/W2582524520","https://openalex.org/W2597055301","https://openalex.org/W2606073881","https://openalex.org/W2611196929","https://openalex.org/W2618784334","https://openalex.org/W2752886695","https://openalex.org/W2760109299","https://openalex.org/W2760493541","https://openalex.org/W2763902125","https://openalex.org/W2764335641","https://openalex.org/W2770966822","https://openalex.org/W2781923605","https://openalex.org/W2783371799","https://openalex.org/W2787741050","https://openalex.org/W2789507848","https://openalex.org/W2790598060","https://openalex.org/W2792811381","https://openalex.org/W2793099926","https://openalex.org/W2801389833","https://openalex.org/W2804323862","https://openalex.org/W2805950779","https://openalex.org/W2809482109","https://openalex.org/W2947970098","https://openalex.org/W2963389298","https://openalex.org/W3023013291","https://openalex.org/W3023483634","https://openalex.org/W3033865029","https://openalex.org/W4234482113","https://openalex.org/W4285719527","https://openalex.org/W6752896692","https://openalex.org/W6763146839"],"related_works":["https://openalex.org/W73545470","https://openalex.org/W4224266612","https://openalex.org/W2383394264","https://openalex.org/W4320153225","https://openalex.org/W4293261942","https://openalex.org/W3125968744","https://openalex.org/W203959209","https://openalex.org/W2110287964","https://openalex.org/W2167701463","https://openalex.org/W4307407935"],"abstract_inverted_index":{"This":[0],"paper":[1,24],"reviews":[2],"the":[3,8,29,46,59,71,105,122,135,163,182,200,205],"state-of-the-art":[4],"neuromarkers":[5],"development":[6],"for":[7,125,195],"prognosis":[9],"of":[10,22,53,58,66,104,111,155,181,186],"Alzheimer's":[11],"disease":[12],"(AD)":[13],"and":[14,40,84,96,148,173,193],"mild":[15],"cognitive":[16],"impairment":[17],"(MCI).":[18],"The":[19,55],"first":[20],"part":[21,57],"this":[23,126],"is":[25,61,132],"devoted":[26],"to":[27,63,120,166],"reviewing":[28],"recently":[30],"emerged":[31],"machine":[32],"learning":[33],"(ML)":[34],"algorithms":[35],"based":[36],"on":[37,109],"electroencephalography":[38],"(EEG)":[39],"magnetoencephalography":[41],"(MEG)":[42],"modalities.":[43,76],"In":[44],"particular,":[45],"methods":[47,81],"are":[48,82,118],"categorized":[49],"by":[50,90],"different":[51],"types":[52],"neuromarkers.":[54],"second":[56],"review":[60],"dedicated":[62],"a":[64,102,151],"series":[65],"investigations":[67],"that":[68,134],"further":[69],"highlight":[70],"differences":[72],"between":[73,94,144],"these":[74],"two":[75],"First,":[77],"several":[78],"source":[79],"reconstruction":[80],"reviewed":[83],"their":[85],"source-level":[86],"performances":[87],"explored,":[88],"followed":[89],"an":[91],"objective":[92],"comparison":[93],"EEG":[95,164],"MEG":[97,136],"from":[98],"multiple":[99],"perspectives.":[100],"Finally,":[101],"number":[103,185],"most":[106],"recent":[107],"reports":[108],"classification":[110,153],"MCI/AD":[112],"during":[113],"resting":[114],"state":[115],"using":[116],"EEG/MEG":[117],"documented":[119],"show":[121],"up-to-date":[123],"performance":[124],"well-recognized":[127],"data":[128],"collecting":[129],"scenario.":[130],"It":[131],"noticed":[133],"modality":[137],"may":[138],"be":[139,167],"particularly":[140],"effective":[141],"in":[142,170,204],"distinguishing":[143],"subjects":[145],"with":[146],"MCI":[147],"healthy":[149,174],"controls,":[150],"high":[152],"accuracy":[154],"more":[156],"than":[157],"98%":[158,180],"was":[159],"reported":[160],"recently;":[161],"whereas":[162],"seems":[165],"performing":[168],"well":[169],"classifying":[171],"AD":[172],"subjects,":[175],"which":[176],"also":[177,190],"reached":[178],"around":[179],"accuracy.":[183],"A":[184],"influential":[187],"factors":[188],"have":[189],"been":[191],"raised":[192],"suggested":[194],"careful":[196],"considerations":[197],"while":[198],"evaluating":[199],"ML-based":[201],"diagnosis":[202],"systems":[203],"real-world":[206],"scenarios.":[207]},"counts_by_year":[{"year":2026,"cited_by_count":7},{"year":2025,"cited_by_count":19},{"year":2024,"cited_by_count":16},{"year":2023,"cited_by_count":17},{"year":2022,"cited_by_count":21},{"year":2021,"cited_by_count":23},{"year":2020,"cited_by_count":8},{"year":2019,"cited_by_count":2}],"updated_date":"2026-04-13T07:58:08.660418","created_date":"2025-10-10T00:00:00"}