{"id":"https://openalex.org/W4389542262","doi":"https://doi.org/10.1109/embc40787.2023.10340854","title":"PLI-Based Connectivity in Resting-EEG is a Robust and Generalizable Feature for Detecting MCI and AD: A Validation on a Diverse Multisite Clinical Dataset","display_name":"PLI-Based Connectivity in Resting-EEG is a Robust and Generalizable Feature for Detecting MCI and AD: A Validation on a Diverse Multisite Clinical Dataset","publication_year":2023,"publication_date":"2023-07-24","ids":{"openalex":"https://openalex.org/W4389542262","doi":"https://doi.org/10.1109/embc40787.2023.10340854","pmid":"https://pubmed.ncbi.nlm.nih.gov/38083569"},"language":"en","primary_location":{"id":"doi:10.1109/embc40787.2023.10340854","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc40787.2023.10340854","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 45th Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC)","raw_type":"proceedings-article"},"type":"article","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/A5041713308","display_name":"Thanh-Tung Trinh","orcid":null},"institutions":[{"id":"https://openalex.org/I154864474","display_name":"National Taiwan University of Science and Technology","ror":"https://ror.org/00q09pe49","country_code":"TW","type":"education","lineage":["https://openalex.org/I154864474"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Thanh-Tung Trinh","raw_affiliation_strings":["National Taiwan University of Science and Technology (Taiwan Tech),Department of Mechanical Engineering,Taipei,Taiwan","Department of Mechanical Engineering, National Taiwan University of Science and Technology (Taiwan Tech), Taipei, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Taiwan University of Science and Technology (Taiwan Tech),Department of Mechanical Engineering,Taipei,Taiwan","institution_ids":["https://openalex.org/I154864474"]},{"raw_affiliation_string":"Department of Mechanical Engineering, National Taiwan University of Science and Technology (Taiwan Tech), Taipei, Taiwan","institution_ids":["https://openalex.org/I154864474"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079419315","display_name":"Yi\u2010Hung Liu","orcid":"https://orcid.org/0000-0003-2536-1606"},"institutions":[{"id":"https://openalex.org/I118292597","display_name":"National Taipei University of Technology","ror":"https://ror.org/00cn92c09","country_code":"TW","type":"education","lineage":["https://openalex.org/I118292597"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Yi-Hung Liu","raw_affiliation_strings":["National Taipei University of Technology (Taipei Tech),Graduate Institute of Manufacturing Technology, College of Mechanical and Electrical Engineering,Taipei,Taiwan","Graduate Institute of Manufacturing Technology, College of Mechanical and Electrical Engineering, National Taipei University of Technology (Taipei Tech), Taipei, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Taipei University of Technology (Taipei Tech),Graduate Institute of Manufacturing Technology, College of Mechanical and Electrical Engineering,Taipei,Taiwan","institution_ids":["https://openalex.org/I118292597"]},{"raw_affiliation_string":"Graduate Institute of Manufacturing Technology, College of Mechanical and Electrical Engineering, National Taipei University of Technology (Taipei Tech), Taipei, Taiwan","institution_ids":["https://openalex.org/I118292597"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037065772","display_name":"Chien\u2010Te Wu","orcid":"https://orcid.org/0000-0001-7349-0731"},"institutions":[{"id":"https://openalex.org/I74801974","display_name":"The University of Tokyo","ror":"https://ror.org/057zh3y96","country_code":"JP","type":"education","lineage":["https://openalex.org/I74801974"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Chien-Te Wu","raw_affiliation_strings":["UTIAS, The University of Tokyo,International Research Center for Neurointelligence (WPI-IRCN),Tokyo,Japan,113-0033"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"UTIAS, The University of Tokyo,International Research Center for Neurointelligence (WPI-IRCN),Tokyo,Japan,113-0033","institution_ids":["https://openalex.org/I74801974"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071084135","display_name":"Wei\u2010Hao Peng","orcid":"https://orcid.org/0000-0002-7524-1218"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Wei-Hao Peng","raw_affiliation_strings":["Hipposcreen Neurotech Corp. (HNC),Taipei,Taiwan","Hipposcreen Neurotech Corp. (HNC), Taipei, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hipposcreen Neurotech Corp. (HNC),Taipei,Taiwan","institution_ids":[]},{"raw_affiliation_string":"Hipposcreen Neurotech Corp. (HNC), Taipei, Taiwan","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111090471","display_name":"Chung-Lin Hou","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Chung-Lin Hou","raw_affiliation_strings":["Hipposcreen Neurotech Corp. (HNC),Taipei,Taiwan","Hipposcreen Neurotech Corp. (HNC), Taipei, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hipposcreen Neurotech Corp. (HNC),Taipei,Taiwan","institution_ids":[]},{"raw_affiliation_string":"Hipposcreen Neurotech Corp. (HNC), Taipei, Taiwan","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021498539","display_name":"Chang-Hsin Weng","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Chang-Hsin Weng","raw_affiliation_strings":["Hipposcreen Neurotech Corp. (HNC),Taipei,Taiwan","Hipposcreen Neurotech Corp. (HNC), Taipei, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hipposcreen Neurotech Corp. (HNC),Taipei,Taiwan","institution_ids":[]},{"raw_affiliation_string":"Hipposcreen Neurotech Corp. (HNC), Taipei, Taiwan","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5021163382","display_name":"Chun\u2010Ying Lee","orcid":"https://orcid.org/0000-0002-5001-3542"},"institutions":[{"id":"https://openalex.org/I118292597","display_name":"National Taipei University of Technology","ror":"https://ror.org/00cn92c09","country_code":"TW","type":"education","lineage":["https://openalex.org/I118292597"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Chun-Ying Lee","raw_affiliation_strings":["National Taipei University of Technology (Taipei Tech),Department of Mechanical Engineering,Taipei,Taiwan","Department of Mechanical Engineering, National Taipei University of Technology (Taipei Tech), Taipei, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Taipei University of Technology (Taipei Tech),Department of Mechanical Engineering,Taipei,Taiwan","institution_ids":["https://openalex.org/I118292597"]},{"raw_affiliation_string":"Department of Mechanical Engineering, National Taipei University of Technology (Taipei Tech), Taipei, Taiwan","institution_ids":["https://openalex.org/I118292597"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":7,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.6573,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.68596014,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":"2023","issue":null,"first_page":"1","last_page":"6"},"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":0.9994000196456909,"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":0.9940999746322632,"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/generalizability-theory","display_name":"Generalizability theory","score":0.869130551815033},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.8011513948440552},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6818068027496338},{"id":"https://openalex.org/keywords/discriminative-model","display_name":"Discriminative model","score":0.6740002036094666},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5638775825500488},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5614766478538513},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.5335586071014404},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4969220459461212},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.49552881717681885},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.4706534445285797},{"id":"https://openalex.org/keywords/linear-classifier","display_name":"Linear classifier","score":0.4692874848842621},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.4632372260093689},{"id":"https://openalex.org/keywords/test-set","display_name":"Test set","score":0.4566766917705536},{"id":"https://openalex.org/keywords/cross-validation","display_name":"Cross-validation","score":0.44370752573013306},{"id":"https://openalex.org/keywords/data-set","display_name":"Data set","score":0.4298156797885895},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.22861766815185547},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.20060861110687256},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1467917561531067}],"concepts":[{"id":"https://openalex.org/C27158222","wikidata":"https://www.wikidata.org/wiki/Q5532422","display_name":"Generalizability theory","level":2,"score":0.869130551815033},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.8011513948440552},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6818068027496338},{"id":"https://openalex.org/C97931131","wikidata":"https://www.wikidata.org/wiki/Q5282087","display_name":"Discriminative model","level":2,"score":0.6740002036094666},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5638775825500488},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5614766478538513},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.5335586071014404},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4969220459461212},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.49552881717681885},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4706534445285797},{"id":"https://openalex.org/C139532973","wikidata":"https://www.wikidata.org/wiki/Q2679259","display_name":"Linear classifier","level":3,"score":0.4692874848842621},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.4632372260093689},{"id":"https://openalex.org/C169903167","wikidata":"https://www.wikidata.org/wiki/Q3985153","display_name":"Test set","level":2,"score":0.4566766917705536},{"id":"https://openalex.org/C27181475","wikidata":"https://www.wikidata.org/wiki/Q541014","display_name":"Cross-validation","level":2,"score":0.44370752573013306},{"id":"https://openalex.org/C58489278","wikidata":"https://www.wikidata.org/wiki/Q1172284","display_name":"Data set","level":2,"score":0.4298156797885895},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.22861766815185547},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.20060861110687256},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1467917561531067},{"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},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","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":"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":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":"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":"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":"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":"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":"D012146","descriptor_name":"Rest","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012146","descriptor_name":"Rest","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012146","descriptor_name":"Rest","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012146","descriptor_name":"Rest","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012146","descriptor_name":"Rest","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012146","descriptor_name":"Rest","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D060825","descriptor_name":"Cognitive Dysfunction","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D060825","descriptor_name":"Cognitive Dysfunction","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D060825","descriptor_name":"Cognitive Dysfunction","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D060825","descriptor_name":"Cognitive Dysfunction","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D060825","descriptor_name":"Cognitive Dysfunction","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D060825","descriptor_name":"Cognitive Dysfunction","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D066264","descriptor_name":"Datasets as Topic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D066264","descriptor_name":"Datasets as Topic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D066264","descriptor_name":"Datasets as Topic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1109/embc40787.2023.10340854","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc40787.2023.10340854","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 45th Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC)","raw_type":"proceedings-article"},{"id":"pmid:38083569","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/38083569","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":"Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320331164","display_name":"National Science and Technology Council","ror":"https://ror.org/00wnb9798"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":35,"referenced_works":["https://openalex.org/W1603246961","https://openalex.org/W1914540552","https://openalex.org/W1986526455","https://openalex.org/W2044425149","https://openalex.org/W2086708320","https://openalex.org/W2109582949","https://openalex.org/W2128495200","https://openalex.org/W2134919037","https://openalex.org/W2151393950","https://openalex.org/W2280633744","https://openalex.org/W2308307880","https://openalex.org/W2409065804","https://openalex.org/W2507937192","https://openalex.org/W2558276801","https://openalex.org/W2780732598","https://openalex.org/W2783371799","https://openalex.org/W2805246634","https://openalex.org/W2838070964","https://openalex.org/W2894895904","https://openalex.org/W2895258853","https://openalex.org/W2922045303","https://openalex.org/W2946604516","https://openalex.org/W2970432160","https://openalex.org/W2996722826","https://openalex.org/W3005048617","https://openalex.org/W3007499076","https://openalex.org/W3016025808","https://openalex.org/W3016117424","https://openalex.org/W3030404085","https://openalex.org/W3088423503","https://openalex.org/W3180049893","https://openalex.org/W3187203916","https://openalex.org/W3205159137","https://openalex.org/W3206580035","https://openalex.org/W3217241150"],"related_works":["https://openalex.org/W3207796226","https://openalex.org/W2100523380","https://openalex.org/W2141738404","https://openalex.org/W2898108274","https://openalex.org/W1907816360","https://openalex.org/W2019678805","https://openalex.org/W2134888474","https://openalex.org/W2080355854","https://openalex.org/W2388825802","https://openalex.org/W4206358301"],"abstract_inverted_index":{"The":[0,71,145,168,180],"high":[1],"prevalence":[2],"rate":[3],"of":[4,31,43,48,65,79,87,92,116,134],"Alzheimer's":[5],"disease":[6],"(AD)":[7],"and":[8,36,96,111,142,159,200],"mild":[9],"cognitive":[10],"impairment":[11],"(MCI)":[12],"has":[13],"been":[14],"a":[15,55,93,151,202,224],"serious":[16],"public":[17],"health":[18],"threat":[19],"to":[20,39,59,75,154,177,227],"the":[21,29,41,46,63,66,77,85,90,113,123,132,137,156,174,185,197,210,231],"modern":[22],"society.":[23],"Recently,":[24],"many":[25],"studies":[26],"have":[27],"demonstrated":[28],"potential":[30],"using":[32],"non-invasive":[33],"electroencephalography":[34],"(EEG)":[35],"machine":[37,81],"learning":[38,82],"assist":[40],"diagnosis":[42],"AD/MCI.":[44],"However,":[45],"majority":[47],"these":[49],"research":[50],"recorded":[51],"EEG":[52,103,140],"signals":[53],"from":[54,105],"single":[56],"center,":[57],"leading":[58],"significant":[60],"concerns":[61],"regarding":[62],"generalizability":[64],"findings":[67],"in":[68,89,230],"clinical":[69,233],"settings.":[70,234],"current":[72],"study":[73],"aims":[74],"reevaluate":[76],"effectiveness":[78],"EEG-based":[80],"model":[83,146],"for":[84],"detection":[86],"AD/MCI":[88,229],"case":[91],"relatively":[94],"large":[95],"diverse":[97],"data":[98,104],"set.":[99,167,212],"We":[100,129],"collected":[101],"resting-state":[102],"150":[106],"participants":[107],"across":[108],"six":[109],"hospitals":[110],"examined":[112],"classification":[114],"performances":[115],"Linear":[117],"Discriminative":[118],"Analysis":[119],"(LDA)":[120],"classifiers":[121],"on":[122,150,196,209],"phase":[124],"lag":[125],"index":[126],"(PLI)":[127],"feature.":[128],"also":[130],"compared":[131,176],"performance":[133,205],"PLI":[135,172,187],"over":[136],"other":[138,143,178],"commonly-used":[139],"features":[141,188],"classifiers.":[144],"was":[147],"first":[148],"tested":[149],"training":[152,198],"set":[153,199],"select":[155],"feature":[157],"subset":[158],"then":[160],"further":[161],"validated":[162],"with":[163,184,206],"an":[164],"independent":[165],"test":[166,211],"results":[169,214],"demonstrate":[170],"that":[171,216],"performs":[173],"best":[175],"features.":[179],"LDA":[181],"classifier":[182],"trained":[183],"optimal":[186],"can":[189],"provide":[190],"82.50%":[191],"leave-one-participant-out":[192],"cross-validation":[193],"(LOPO-CV)":[194],"accuracy":[195,208],"maintain":[201],"good":[203],"enough":[204],"75.00%":[207],"Our":[213],"suggest":[215],"PLI-based":[217],"functional":[218],"connectivity":[219],"could":[220],"be":[221],"considered":[222],"as":[223],"reliable":[225],"bio-maker":[226],"detect":[228],"real-world":[232]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}