{"id":"https://openalex.org/W3118922117","doi":"https://doi.org/10.1109/tbme.2021.3049199","title":"A Graph Gaussian Embedding Method for Predicting Alzheimer's Disease Progression With MEG Brain Networks","display_name":"A Graph Gaussian Embedding Method for Predicting Alzheimer's Disease Progression With MEG Brain Networks","publication_year":2021,"publication_date":"2021-01-05","ids":{"openalex":"https://openalex.org/W3118922117","doi":"https://doi.org/10.1109/tbme.2021.3049199","mag":"3118922117","pmid":"https://pubmed.ncbi.nlm.nih.gov/33400645"},"language":"en","primary_location":{"id":"doi:10.1109/tbme.2021.3049199","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tbme.2021.3049199","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":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/8162933","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5102880001","display_name":"Mengjia Xu","orcid":"https://orcid.org/0000-0002-3627-8261"},"institutions":[{"id":"https://openalex.org/I63966007","display_name":"Massachusetts Institute of Technology","ror":"https://ror.org/042nb2s44","country_code":"US","type":"education","lineage":["https://openalex.org/I63966007"]},{"id":"https://openalex.org/I144112489","display_name":"McGovern Institute for Brain Research","ror":"https://ror.org/05ymca674","country_code":"US","type":"facility","lineage":["https://openalex.org/I144112489","https://openalex.org/I63966007"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Mengjia Xu","raw_affiliation_strings":["McGovern Institue for Brain Research, Massachusetts Institute of Technology"],"affiliations":[{"raw_affiliation_string":"McGovern Institue for Brain Research, Massachusetts Institute of Technology","institution_ids":["https://openalex.org/I144112489","https://openalex.org/I63966007"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041276601","display_name":"David L\u00f3pez Sanz","orcid":"https://orcid.org/0000-0001-6182-9021"},"institutions":[{"id":"https://openalex.org/I121748325","display_name":"Universidad Complutense de Madrid","ror":"https://ror.org/02p0gd045","country_code":"ES","type":"education","lineage":["https://openalex.org/I121748325"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"David Lopez Sanz","raw_affiliation_strings":["Department of Experimental Psychology, Complutense University of Madrid"],"affiliations":[{"raw_affiliation_string":"Department of Experimental Psychology, Complutense University of Madrid","institution_ids":["https://openalex.org/I121748325"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047370419","display_name":"Pilar Garc\u00e9s","orcid":"https://orcid.org/0000-0003-4989-0123"},"institutions":[{"id":"https://openalex.org/I121748325","display_name":"Universidad Complutense de Madrid","ror":"https://ror.org/02p0gd045","country_code":"ES","type":"education","lineage":["https://openalex.org/I121748325"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Pilar Garces","raw_affiliation_strings":["Department of Experimental Psychology, Complutense University of Madrid"],"affiliations":[{"raw_affiliation_string":"Department of Experimental Psychology, Complutense University of Madrid","institution_ids":["https://openalex.org/I121748325"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002029161","display_name":"Fernando Maest\u00fa","orcid":"https://orcid.org/0000-0002-3195-0071"},"institutions":[{"id":"https://openalex.org/I121748325","display_name":"Universidad Complutense de Madrid","ror":"https://ror.org/02p0gd045","country_code":"ES","type":"education","lineage":["https://openalex.org/I121748325"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Fernando Maestu","raw_affiliation_strings":["Department of Experimental Psychology, Complutense University of Madrid"],"affiliations":[{"raw_affiliation_string":"Department of Experimental Psychology, Complutense University of Madrid","institution_ids":["https://openalex.org/I121748325"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058429770","display_name":"Quanzheng Li","orcid":"https://orcid.org/0000-0002-9651-5820"},"institutions":[{"id":"https://openalex.org/I136199984","display_name":"Harvard University","ror":"https://ror.org/03vek6s52","country_code":"US","type":"education","lineage":["https://openalex.org/I136199984"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Quanzheng Li","raw_affiliation_strings":["Department of Radiology, Harvard Medical School, Boston, MA, USA"],"affiliations":[{"raw_affiliation_string":"Department of Radiology, Harvard Medical School, Boston, MA, USA","institution_ids":["https://openalex.org/I136199984"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5030177736","display_name":"Dimitrios Pantazis","orcid":"https://orcid.org/0000-0001-8246-8878"},"institutions":[{"id":"https://openalex.org/I63966007","display_name":"Massachusetts Institute of Technology","ror":"https://ror.org/042nb2s44","country_code":"US","type":"education","lineage":["https://openalex.org/I63966007"]},{"id":"https://openalex.org/I144112489","display_name":"McGovern Institute for Brain Research","ror":"https://ror.org/05ymca674","country_code":"US","type":"facility","lineage":["https://openalex.org/I144112489","https://openalex.org/I63966007"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Dimitrios Pantazis","raw_affiliation_strings":["McGovern Institute for Brain Research, Massachusetts Institute of Technology, Cambridge, MA, USA"],"affiliations":[{"raw_affiliation_string":"McGovern Institute for Brain Research, Massachusetts Institute of Technology, Cambridge, MA, USA","institution_ids":["https://openalex.org/I144112489","https://openalex.org/I63966007"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5102880001"],"corresponding_institution_ids":["https://openalex.org/I144112489","https://openalex.org/I63966007"],"apc_list":null,"apc_paid":null,"fwci":3.9624,"has_fulltext":false,"cited_by_count":49,"citation_normalized_percentile":{"value":0.94376306,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":"68","issue":"5","first_page":"1579","last_page":"1588"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10241","display_name":"Functional Brain Connectivity Studies","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/T10241","display_name":"Functional Brain Connectivity Studies","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/T13283","display_name":"Mental Health Research Topics","score":0.9958000183105469,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T14393","display_name":"Health, Environment, Cognitive Aging","score":0.9948999881744385,"subfield":{"id":"https://openalex.org/subfields/2307","display_name":"Health, Toxicology and Mutagenesis"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5030056834220886},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4731020927429199},{"id":"https://openalex.org/keywords/gaussian","display_name":"Gaussian","score":0.4601280391216278},{"id":"https://openalex.org/keywords/disease","display_name":"Disease","score":0.45652806758880615},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.4479571580886841},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.44401875138282776},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.3548431992530823},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.33651673793792725},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.33270323276519775},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.23730674386024475},{"id":"https://openalex.org/keywords/pathology","display_name":"Pathology","score":0.13011345267295837},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.096772700548172}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5030056834220886},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4731020927429199},{"id":"https://openalex.org/C163716315","wikidata":"https://www.wikidata.org/wiki/Q901177","display_name":"Gaussian","level":2,"score":0.4601280391216278},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.45652806758880615},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.4479571580886841},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.44401875138282776},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.3548431992530823},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.33651673793792725},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.33270323276519775},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.23730674386024475},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.13011345267295837},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.096772700548172},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[{"descriptor_ui":"D000544","descriptor_name":"Alzheimer Disease","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D000544","descriptor_name":"Alzheimer Disease","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D000544","descriptor_name":"Alzheimer Disease","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D000544","descriptor_name":"Alzheimer Disease","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","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":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D018450","descriptor_name":"Disease Progression","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D018450","descriptor_name":"Disease Progression","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D018450","descriptor_name":"Disease Progression","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D018450","descriptor_name":"Disease Progression","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D060825","descriptor_name":"Cognitive Dysfunction","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D060825","descriptor_name":"Cognitive Dysfunction","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D060825","descriptor_name":"Cognitive Dysfunction","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D060825","descriptor_name":"Cognitive Dysfunction","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true}],"locations_count":3,"locations":[{"id":"doi:10.1109/tbme.2021.3049199","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tbme.2021.3049199","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:33400645","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/33400645","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:pubmedcentral.nih.gov:8162933","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/8162933","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Trans Biomed Eng","raw_type":"Text"}],"best_oa_location":{"id":"pmh:oai:pubmedcentral.nih.gov:8162933","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/8162933","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Trans Biomed Eng","raw_type":"Text"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G7494234326","display_name":null,"funder_award_id":"R01AG052653","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"}],"funders":[{"id":"https://openalex.org/F4320332161","display_name":"National Institutes of Health","ror":"https://ror.org/01cwqze88"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":95,"referenced_works":["https://openalex.org/W1073194301","https://openalex.org/W1519378085","https://openalex.org/W1532567876","https://openalex.org/W1550721541","https://openalex.org/W1662469265","https://openalex.org/W1728842521","https://openalex.org/W1965648902","https://openalex.org/W1966879670","https://openalex.org/W1967125431","https://openalex.org/W1973780704","https://openalex.org/W1998933254","https://openalex.org/W2002156570","https://openalex.org/W2013150886","https://openalex.org/W2014502281","https://openalex.org/W2014636870","https://openalex.org/W2051307187","https://openalex.org/W2060366056","https://openalex.org/W2073589898","https://openalex.org/W2075444764","https://openalex.org/W2076592929","https://openalex.org/W2084333685","https://openalex.org/W2094815752","https://openalex.org/W2101135654","https://openalex.org/W2102508963","https://openalex.org/W2104299501","https://openalex.org/W2115017507","https://openalex.org/W2122632568","https://openalex.org/W2131830246","https://openalex.org/W2135894974","https://openalex.org/W2145450560","https://openalex.org/W2146788881","https://openalex.org/W2153017955","https://openalex.org/W2154851992","https://openalex.org/W2166073443","https://openalex.org/W2167720733","https://openalex.org/W2167822639","https://openalex.org/W2170945547","https://openalex.org/W2290144698","https://openalex.org/W2402144811","https://openalex.org/W2418779657","https://openalex.org/W2461941736","https://openalex.org/W2473313434","https://openalex.org/W2582524520","https://openalex.org/W2589221278","https://openalex.org/W2593212236","https://openalex.org/W2593468621","https://openalex.org/W2597055301","https://openalex.org/W2609290473","https://openalex.org/W2610365930","https://openalex.org/W2618784334","https://openalex.org/W2641279378","https://openalex.org/W2745997312","https://openalex.org/W2770326696","https://openalex.org/W2771035597","https://openalex.org/W2790598060","https://openalex.org/W2800544704","https://openalex.org/W2807592573","https://openalex.org/W2807841289","https://openalex.org/W2809283046","https://openalex.org/W2883139774","https://openalex.org/W2884982789","https://openalex.org/W2890448436","https://openalex.org/W2896535333","https://openalex.org/W2896688155","https://openalex.org/W2900547952","https://openalex.org/W2909515577","https://openalex.org/W2912108320","https://openalex.org/W2916749909","https://openalex.org/W2949435632","https://openalex.org/W2951758034","https://openalex.org/W2953384591","https://openalex.org/W2962756421","https://openalex.org/W2963224980","https://openalex.org/W2964282455","https://openalex.org/W2968736406","https://openalex.org/W2969595880","https://openalex.org/W2981766199","https://openalex.org/W2982862444","https://openalex.org/W2992848041","https://openalex.org/W2998642388","https://openalex.org/W3007769738","https://openalex.org/W3014490841","https://openalex.org/W3014525701","https://openalex.org/W3030404085","https://openalex.org/W3033221243","https://openalex.org/W3087083425","https://openalex.org/W3103787556","https://openalex.org/W3104097132","https://openalex.org/W3104576595","https://openalex.org/W4211213171","https://openalex.org/W6637572315","https://openalex.org/W6713134421","https://openalex.org/W6746313456","https://openalex.org/W6752813337","https://openalex.org/W6769318608"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W851926024","https://openalex.org/W4224009465","https://openalex.org/W2035947495","https://openalex.org/W4306674287","https://openalex.org/W4286629047","https://openalex.org/W4205958290","https://openalex.org/W4384212932","https://openalex.org/W2061212356","https://openalex.org/W2802231275"],"abstract_inverted_index":{"Characterizing":[0],"the":[1,10,117,126],"subtle":[2,72],"changes":[3],"of":[4,13,24,71,105,121,128],"functional":[5],"brain":[6,56,75,110,123,139],"networks":[7,57],"associated":[8],"with":[9,130,141],"pathological":[11],"cascade":[12],"Alzheimer's":[14],"disease":[15,25],"(AD)":[16],"is":[17],"important":[18],"for":[19,90],"early":[20,99],"diagnosis":[21],"and":[22,73,81,102,137],"prediction":[23],"progression":[26,127],"prior":[27],"to":[28,87,115,135,145],"clinical":[29],"symptoms.":[30],"We":[31,112],"developed":[32],"a":[33,59,68],"new":[34],"deep":[35],"learning":[36],"method,":[37],"termed":[38],"multiple":[39],"graph":[40,93],"Gaussian":[41],"embedding":[42],"model":[43],"(MG2G),":[44],"which":[45],"can":[46,82],"learn":[47],"highly":[48],"informative":[49],"network":[50,142],"features":[51],"by":[52],"mapping":[53],"high-dimensional":[54],"resting-state":[55],"into":[58],"low-dimensional":[60],"latent":[61,64,119],"space.":[62],"These":[63],"distribution-based":[65],"embeddings":[66],"enable":[67],"quantitative":[69],"characterization":[70],"heterogeneous":[74],"connectivity":[76],"patterns":[77],"at":[78],"different":[79],"regions,":[80],"be":[83],"used":[84,113],"as":[85,97],"input":[86],"traditional":[88],"classifiers":[89],"various":[91],"downstream":[92],"analytic":[94],"tasks,":[95],"such":[96],"AD":[98],"stage":[100],"prediction,":[101],"statistical":[103],"evaluation":[104],"between-group":[106],"significant":[107],"alterations":[108,143],"across":[109],"regions.":[111],"MG2G":[114],"detect":[116],"intrinsic":[118],"dimensionality":[120],"MEG":[122],"networks,":[124],"predict":[125],"patients":[129],"mild":[131],"cognitive":[132],"impairment":[133],"(MCI)":[134],"AD,":[136],"identify":[138],"regions":[140],"related":[144],"MCI.":[146]},"counts_by_year":[{"year":2025,"cited_by_count":13},{"year":2024,"cited_by_count":11},{"year":2023,"cited_by_count":11},{"year":2022,"cited_by_count":8},{"year":2021,"cited_by_count":4},{"year":2020,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}