{"id":"https://openalex.org/W2800118221","doi":"https://doi.org/10.1016/j.neuroimage.2018.04.077","title":"Multi-subject hierarchical inverse covariance modelling improves estimation of functional brain networks","display_name":"Multi-subject hierarchical inverse covariance modelling improves estimation of functional brain networks","publication_year":2018,"publication_date":"2018-05-07","ids":{"openalex":"https://openalex.org/W2800118221","doi":"https://doi.org/10.1016/j.neuroimage.2018.04.077","mag":"2800118221","pmid":"https://pubmed.ncbi.nlm.nih.gov/29746906"},"language":"en","primary_location":{"id":"doi:10.1016/j.neuroimage.2018.04.077","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.neuroimage.2018.04.077","pdf_url":null,"source":{"id":"https://openalex.org/S103225281","display_name":"NeuroImage","issn_l":"1053-8119","issn":["1053-8119","1095-9572"],"is_oa":false,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"NeuroImage","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.1016/j.neuroimage.2018.04.077","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5024680736","display_name":"Giles L. Colclough","orcid":"https://orcid.org/0000-0003-1074-7186"},"institutions":[{"id":"https://openalex.org/I40120149","display_name":"University of Oxford","ror":"https://ror.org/052gg0110","country_code":"GB","type":"education","lineage":["https://openalex.org/I40120149"]},{"id":"https://openalex.org/I4210101881","display_name":"Wellcome Centre for Integrative Neuroimaging","ror":"https://ror.org/0172mzb45","country_code":"GB","type":"facility","lineage":["https://openalex.org/I40120149","https://openalex.org/I4210101881","https://openalex.org/I87048295"]},{"id":"https://openalex.org/I4210140215","display_name":"Centre for Sustainable Healthcare","ror":"https://ror.org/044dmqn91","country_code":"GB","type":"nonprofit","lineage":["https://openalex.org/I4210140215"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Giles L. Colclough","raw_affiliation_strings":["Oxford Centre for Human Brain Activity (OHBA), Wellcome Centre for Integrative Neuroimaging, Department of Psychiatry, University of Oxford, Oxford, UK; Oxford Centre for Functional MRI of the Brain (FMRIB), Wellcome Centre for Integrative Neuroimaging, Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, UK; Centre for Doctoral Training in Healthcare Innovation, Institute of Biomedical Engineering Science, Department of Engineering, University of Oxford, Oxford, UK","Oxford Centre for Functional MRI of the Brain (FMRIB), Wellcome Centre for Integrative Neuroimaging, Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, UK","Centre for Doctoral Training in Healthcare Innovation, Institute of Biomedical Engineering Science, Department of Engineering, University of Oxford, Oxford, UK","Oxford Centre for Human Brain Activity (OHBA), Wellcome Centre for Integrative Neuroimaging, Department of Psychiatry, University of Oxford, Oxford, UK"],"affiliations":[{"raw_affiliation_string":"Oxford Centre for Human Brain Activity (OHBA), Wellcome Centre for Integrative Neuroimaging, Department of Psychiatry, University of Oxford, Oxford, UK; Oxford Centre for Functional MRI of the Brain (FMRIB), Wellcome Centre for Integrative Neuroimaging, Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, UK; Centre for Doctoral Training in Healthcare Innovation, Institute of Biomedical Engineering Science, Department of Engineering, University of Oxford, Oxford, UK","institution_ids":[]},{"raw_affiliation_string":"Oxford Centre for Functional MRI of the Brain (FMRIB), Wellcome Centre for Integrative Neuroimaging, Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, UK","institution_ids":["https://openalex.org/I4210101881","https://openalex.org/I40120149"]},{"raw_affiliation_string":"Centre for Doctoral Training in Healthcare Innovation, Institute of Biomedical Engineering Science, Department of Engineering, University of Oxford, Oxford, UK","institution_ids":["https://openalex.org/I4210140215","https://openalex.org/I40120149"]},{"raw_affiliation_string":"Oxford Centre for Human Brain Activity (OHBA), Wellcome Centre for Integrative Neuroimaging, Department of Psychiatry, University of Oxford, Oxford, UK","institution_ids":["https://openalex.org/I4210101881","https://openalex.org/I40120149"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088377480","display_name":"Mark W. Woolrich","orcid":"https://orcid.org/0000-0001-8460-8854"},"institutions":[{"id":"https://openalex.org/I4210101881","display_name":"Wellcome Centre for Integrative Neuroimaging","ror":"https://ror.org/0172mzb45","country_code":"GB","type":"facility","lineage":["https://openalex.org/I40120149","https://openalex.org/I4210101881","https://openalex.org/I87048295"]},{"id":"https://openalex.org/I40120149","display_name":"University of Oxford","ror":"https://ror.org/052gg0110","country_code":"GB","type":"education","lineage":["https://openalex.org/I40120149"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Mark W. Woolrich","raw_affiliation_strings":["Oxford Centre for Human Brain Activity (OHBA), Wellcome Centre for Integrative Neuroimaging, Department of Psychiatry, University of Oxford, Oxford, UK; Oxford Centre for Functional MRI of the Brain (FMRIB), Wellcome Centre for Integrative Neuroimaging, Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, UK. Electronic address: Mark.Woolrich@ohba.ox.ac.uk","Oxford Centre for Human Brain Activity (OHBA), Wellcome Centre for Integrative Neuroimaging, Department of Psychiatry, University of Oxford, Oxford, UK","Oxford Centre for Functional MRI of the Brain (FMRIB), Wellcome Centre for Integrative Neuroimaging, Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, UK"],"affiliations":[{"raw_affiliation_string":"Oxford Centre for Human Brain Activity (OHBA), Wellcome Centre for Integrative Neuroimaging, Department of Psychiatry, University of Oxford, Oxford, UK; Oxford Centre for Functional MRI of the Brain (FMRIB), Wellcome Centre for Integrative Neuroimaging, Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, UK. Electronic address: Mark.Woolrich@ohba.ox.ac.uk","institution_ids":[]},{"raw_affiliation_string":"Oxford Centre for Human Brain Activity (OHBA), Wellcome Centre for Integrative Neuroimaging, Department of Psychiatry, University of Oxford, Oxford, UK","institution_ids":["https://openalex.org/I4210101881","https://openalex.org/I40120149"]},{"raw_affiliation_string":"Oxford Centre for Functional MRI of the Brain (FMRIB), Wellcome Centre for Integrative Neuroimaging, Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, UK","institution_ids":["https://openalex.org/I4210101881","https://openalex.org/I40120149"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039545840","display_name":"Samuel J. Harrison","orcid":"https://orcid.org/0000-0002-5886-2389"},"institutions":[{"id":"https://openalex.org/I40120149","display_name":"University of Oxford","ror":"https://ror.org/052gg0110","country_code":"GB","type":"education","lineage":["https://openalex.org/I40120149"]},{"id":"https://openalex.org/I4210101881","display_name":"Wellcome Centre for Integrative Neuroimaging","ror":"https://ror.org/0172mzb45","country_code":"GB","type":"facility","lineage":["https://openalex.org/I40120149","https://openalex.org/I4210101881","https://openalex.org/I87048295"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Samuel J. Harrison","raw_affiliation_strings":["Oxford Centre for Human Brain Activity (OHBA), Wellcome Centre for Integrative Neuroimaging, Department of Psychiatry, University of Oxford, Oxford, UK; Oxford Centre for Functional MRI of the Brain (FMRIB), Wellcome Centre for Integrative Neuroimaging, Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, UK","Oxford Centre for Human Brain Activity (OHBA), Wellcome Centre for Integrative Neuroimaging, Department of Psychiatry, University of Oxford, Oxford, UK","Oxford Centre for Functional MRI of the Brain (FMRIB), Wellcome Centre for Integrative Neuroimaging, Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, UK"],"affiliations":[{"raw_affiliation_string":"Oxford Centre for Human Brain Activity (OHBA), Wellcome Centre for Integrative Neuroimaging, Department of Psychiatry, University of Oxford, Oxford, UK; Oxford Centre for Functional MRI of the Brain (FMRIB), Wellcome Centre for Integrative Neuroimaging, Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, UK","institution_ids":[]},{"raw_affiliation_string":"Oxford Centre for Human Brain Activity (OHBA), Wellcome Centre for Integrative Neuroimaging, Department of Psychiatry, University of Oxford, Oxford, UK","institution_ids":["https://openalex.org/I4210101881","https://openalex.org/I40120149"]},{"raw_affiliation_string":"Oxford Centre for Functional MRI of the Brain (FMRIB), Wellcome Centre for Integrative Neuroimaging, Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, UK","institution_ids":["https://openalex.org/I4210101881","https://openalex.org/I40120149"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103804576","display_name":"Pedro A. Rojas L\u00f3pez","orcid":null},"institutions":[{"id":"https://openalex.org/I2802407485","display_name":"Cuban Neuroscience Center","ror":"https://ror.org/00rk1k743","country_code":"CU","type":"facility","lineage":["https://openalex.org/I2802407485"]}],"countries":["CU"],"is_corresponding":false,"raw_author_name":"Pedro A. Rojas L\u00f3pez","raw_affiliation_strings":["Neuroinformatics Department, El Centro de Neurociencias de Cuba (CNEURO), La Habana, Cuba"],"affiliations":[{"raw_affiliation_string":"Neuroinformatics Department, El Centro de Neurociencias de Cuba (CNEURO), La Habana, Cuba","institution_ids":["https://openalex.org/I2802407485"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005434308","display_name":"Pedro A. Vald\u00e9s\u2010Sosa","orcid":"https://orcid.org/0000-0001-5485-2661"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]},{"id":"https://openalex.org/I2802407485","display_name":"Cuban Neuroscience Center","ror":"https://ror.org/00rk1k743","country_code":"CU","type":"facility","lineage":["https://openalex.org/I2802407485"]}],"countries":["CN","CU"],"is_corresponding":false,"raw_author_name":"Pedro A. Valdes-Sosa","raw_affiliation_strings":["Neuroinformatics Department, El Centro de Neurociencias de Cuba (CNEURO), La Habana, Cuba; The Clinical Hospital of Chengdu Brain Science Institute, MOE Key Lab for Neuroinformation, University of Electronic Science and Technology of China, Chengdu, China","Neuroinformatics Department, El Centro de Neurociencias de Cuba (CNEURO), La Habana, Cuba","The Clinical Hospital of Chengdu Brain Science Institute, MOE Key Lab for Neuroinformation, University of Electronic Science and Technology of China, Chengdu, China"],"affiliations":[{"raw_affiliation_string":"Neuroinformatics Department, El Centro de Neurociencias de Cuba (CNEURO), La Habana, Cuba; The Clinical Hospital of Chengdu Brain Science Institute, MOE Key Lab for Neuroinformation, University of Electronic Science and Technology of China, Chengdu, China","institution_ids":[]},{"raw_affiliation_string":"Neuroinformatics Department, El Centro de Neurociencias de Cuba (CNEURO), La Habana, Cuba","institution_ids":["https://openalex.org/I2802407485"]},{"raw_affiliation_string":"The Clinical Hospital of Chengdu Brain Science Institute, MOE Key Lab for Neuroinformation, University of Electronic Science and Technology of China, Chengdu, China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5066553010","display_name":"Stephen M. Smith","orcid":"https://orcid.org/0000-0001-8166-069X"},"institutions":[{"id":"https://openalex.org/I40120149","display_name":"University of Oxford","ror":"https://ror.org/052gg0110","country_code":"GB","type":"education","lineage":["https://openalex.org/I40120149"]},{"id":"https://openalex.org/I4210101881","display_name":"Wellcome Centre for Integrative Neuroimaging","ror":"https://ror.org/0172mzb45","country_code":"GB","type":"facility","lineage":["https://openalex.org/I40120149","https://openalex.org/I4210101881","https://openalex.org/I87048295"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Stephen M. Smith","raw_affiliation_strings":["Oxford Centre for Functional MRI of the Brain (FMRIB), Wellcome Centre for Integrative Neuroimaging, Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, UK"],"affiliations":[{"raw_affiliation_string":"Oxford Centre for Functional MRI of the Brain (FMRIB), Wellcome Centre for Integrative Neuroimaging, Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, UK","institution_ids":["https://openalex.org/I4210101881","https://openalex.org/I40120149"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5088377480"],"corresponding_institution_ids":["https://openalex.org/I40120149","https://openalex.org/I4210101881"],"apc_list":{"value":3450,"currency":"USD","value_usd":3450},"apc_paid":{"value":3176,"currency":"EUR","value_usd":3425},"fwci":1.9028,"has_fulltext":false,"cited_by_count":23,"citation_normalized_percentile":{"value":0.84931282,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"178","issue":null,"first_page":"370","last_page":"384"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10241","display_name":"Functional Brain Connectivity Studies","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T10241","display_name":"Functional Brain Connectivity Studies","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10581","display_name":"Neural dynamics and brain function","score":0.9955999851226807,"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/T11304","display_name":"Advanced Neuroimaging Techniques and Applications","score":0.9886999726295471,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"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/covariance","display_name":"Covariance","score":0.6500497460365295},{"id":"https://openalex.org/keywords/human-connectome-project","display_name":"Human Connectome Project","score":0.6446064710617065},{"id":"https://openalex.org/keywords/prior-probability","display_name":"Prior probability","score":0.6146366000175476},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.611111581325531},{"id":"https://openalex.org/keywords/connectome","display_name":"Connectome","score":0.4992384910583496},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4859996736049652},{"id":"https://openalex.org/keywords/bayesian-inference","display_name":"Bayesian inference","score":0.47605061531066895},{"id":"https://openalex.org/keywords/bayesian-probability","display_name":"Bayesian probability","score":0.4695380926132202},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.4661480188369751},{"id":"https://openalex.org/keywords/bayesian-hierarchical-modeling","display_name":"Bayesian hierarchical modeling","score":0.44096454977989197},{"id":"https://openalex.org/keywords/hierarchical-database-model","display_name":"Hierarchical database model","score":0.4298053979873657},{"id":"https://openalex.org/keywords/graphical-model","display_name":"Graphical model","score":0.4241650700569153},{"id":"https://openalex.org/keywords/population","display_name":"Population","score":0.4183550477027893},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4052857756614685},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3950202167034149},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.27886971831321716},{"id":"https://openalex.org/keywords/functional-connectivity","display_name":"Functional connectivity","score":0.24894407391548157},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.22729143500328064},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.14033982157707214},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.08770519495010376}],"concepts":[{"id":"https://openalex.org/C178650346","wikidata":"https://www.wikidata.org/wiki/Q201984","display_name":"Covariance","level":2,"score":0.6500497460365295},{"id":"https://openalex.org/C97820695","wikidata":"https://www.wikidata.org/wiki/Q387749","display_name":"Human Connectome Project","level":3,"score":0.6446064710617065},{"id":"https://openalex.org/C177769412","wikidata":"https://www.wikidata.org/wiki/Q278090","display_name":"Prior probability","level":3,"score":0.6146366000175476},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.611111581325531},{"id":"https://openalex.org/C45715564","wikidata":"https://www.wikidata.org/wiki/Q1292103","display_name":"Connectome","level":3,"score":0.4992384910583496},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4859996736049652},{"id":"https://openalex.org/C160234255","wikidata":"https://www.wikidata.org/wiki/Q812535","display_name":"Bayesian inference","level":3,"score":0.47605061531066895},{"id":"https://openalex.org/C107673813","wikidata":"https://www.wikidata.org/wiki/Q812534","display_name":"Bayesian probability","level":2,"score":0.4695380926132202},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.4661480188369751},{"id":"https://openalex.org/C191413810","wikidata":"https://www.wikidata.org/wiki/Q17100952","display_name":"Bayesian hierarchical modeling","level":4,"score":0.44096454977989197},{"id":"https://openalex.org/C144986985","wikidata":"https://www.wikidata.org/wiki/Q871236","display_name":"Hierarchical database model","level":2,"score":0.4298053979873657},{"id":"https://openalex.org/C155846161","wikidata":"https://www.wikidata.org/wiki/Q1143367","display_name":"Graphical model","level":2,"score":0.4241650700569153},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.4183550477027893},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4052857756614685},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3950202167034149},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.27886971831321716},{"id":"https://openalex.org/C3018011982","wikidata":"https://www.wikidata.org/wiki/Q7316120","display_name":"Functional connectivity","level":2,"score":0.24894407391548157},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.22729143500328064},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.14033982157707214},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.08770519495010376},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","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},{"id":"https://openalex.org/C149923435","wikidata":"https://www.wikidata.org/wiki/Q37732","display_name":"Demography","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","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":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000818","descriptor_name":"Animals","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000818","descriptor_name":"Animals","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000818","descriptor_name":"Animals","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000818","descriptor_name":"Animals","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001499","descriptor_name":"Bayes Theorem","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001499","descriptor_name":"Bayes Theorem","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001499","descriptor_name":"Bayes Theorem","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001499","descriptor_name":"Bayes Theorem","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D002415","descriptor_name":"Cats","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002415","descriptor_name":"Cats","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002415","descriptor_name":"Cats","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002415","descriptor_name":"Cats","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","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":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D008251","descriptor_name":"Macaca","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008251","descriptor_name":"Macaca","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008251","descriptor_name":"Macaca","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008251","descriptor_name":"Macaca","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008959","descriptor_name":"Models, Neurological","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008959","descriptor_name":"Models, Neurological","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008959","descriptor_name":"Models, Neurological","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008959","descriptor_name":"Models, Neurological","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D009415","descriptor_name":"Nerve Net","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D009415","descriptor_name":"Nerve Net","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D009415","descriptor_name":"Nerve Net","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D009415","descriptor_name":"Nerve Net","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D009434","descriptor_name":"Neural Pathways","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D009434","descriptor_name":"Neural Pathways","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D009434","descriptor_name":"Neural Pathways","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D009434","descriptor_name":"Neural Pathways","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D055815","descriptor_name":"Young Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D055815","descriptor_name":"Young Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D055815","descriptor_name":"Young Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D055815","descriptor_name":"Young Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D063132","descriptor_name":"Connectome","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D063132","descriptor_name":"Connectome","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D063132","descriptor_name":"Connectome","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D063132","descriptor_name":"Connectome","qualifier_ui":"Q000379","qualifier_name":"methods","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},{"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":3,"locations":[{"id":"doi:10.1016/j.neuroimage.2018.04.077","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.neuroimage.2018.04.077","pdf_url":null,"source":{"id":"https://openalex.org/S103225281","display_name":"NeuroImage","issn_l":"1053-8119","issn":["1053-8119","1095-9572"],"is_oa":false,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"NeuroImage","raw_type":"journal-article"},{"id":"pmid:29746906","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/29746906","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":"NeuroImage","raw_type":null},{"id":"pmh:oai:europepmc.org:5547029","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/6565932","pdf_url":null,"source":{"id":"https://openalex.org/S4306400806","display_name":"Europe PMC (PubMed Central)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1303153112","host_organization_name":"European Bioinformatics Institute","host_organization_lineage":["https://openalex.org/I1303153112"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1016/j.neuroimage.2018.04.077","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.neuroimage.2018.04.077","pdf_url":null,"source":{"id":"https://openalex.org/S103225281","display_name":"NeuroImage","issn_l":"1053-8119","issn":["1053-8119","1095-9572"],"is_oa":false,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"NeuroImage","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1920791764","display_name":null,"funder_award_id":"MR/K005464/1","funder_id":"https://openalex.org/F4320334626","funder_display_name":"Medical Research Council"},{"id":"https://openalex.org/G5432888022","display_name":"Life Sciences Interface Doctoral Training Centre","funder_award_id":"EP/F500394/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"},{"id":"https://openalex.org/G5838134046","display_name":null,"funder_award_id":"81330032","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8371035829","display_name":null,"funder_award_id":"61673090","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320319990","display_name":"National Institute for Health and Care Research","ror":"https://ror.org/0187kwz08"},{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320334626","display_name":"Medical Research Council","ror":"https://ror.org/03x94j517"},{"id":"https://openalex.org/F4320334627","display_name":"Engineering and Physical Sciences Research Council","ror":"https://ror.org/0439y7842"},{"id":"https://openalex.org/F4320337385","display_name":"NIH Blueprint for Neuroscience Research","ror":"https://ror.org/012wp4251"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":110,"referenced_works":["https://openalex.org/W70615654","https://openalex.org/W1536497620","https://openalex.org/W1549171236","https://openalex.org/W1606491053","https://openalex.org/W1754350508","https://openalex.org/W1828334443","https://openalex.org/W1930574444","https://openalex.org/W1958662094","https://openalex.org/W1971600338","https://openalex.org/W1973051804","https://openalex.org/W1974554864","https://openalex.org/W1979115894","https://openalex.org/W1983208069","https://openalex.org/W1991362940","https://openalex.org/W1993746015","https://openalex.org/W1993938052","https://openalex.org/W1999653836","https://openalex.org/W1999974018","https://openalex.org/W2001161274","https://openalex.org/W2001334414","https://openalex.org/W2011650426","https://openalex.org/W2021285908","https://openalex.org/W2024729467","https://openalex.org/W2026097090","https://openalex.org/W2030902100","https://openalex.org/W2033881971","https://openalex.org/W2040737547","https://openalex.org/W2045656233","https://openalex.org/W2052515792","https://openalex.org/W2061564920","https://openalex.org/W2063171028","https://openalex.org/W2063294564","https://openalex.org/W2063497316","https://openalex.org/W2064109848","https://openalex.org/W2073261834","https://openalex.org/W2073588997","https://openalex.org/W2074329608","https://openalex.org/W2079300107","https://openalex.org/W2079537726","https://openalex.org/W2097360283","https://openalex.org/W2098580305","https://openalex.org/W2100270478","https://openalex.org/W2104232463","https://openalex.org/W2105760337","https://openalex.org/W2106802398","https://openalex.org/W2111902267","https://openalex.org/W2114169935","https://openalex.org/W2120078534","https://openalex.org/W2121943924","https://openalex.org/W2122418437","https://openalex.org/W2122825543","https://openalex.org/W2124698428","https://openalex.org/W2129057035","https://openalex.org/W2131543796","https://openalex.org/W2132555912","https://openalex.org/W2133242303","https://openalex.org/W2133900327","https://openalex.org/W2135336629","https://openalex.org/W2138356120","https://openalex.org/W2138905229","https://openalex.org/W2146141169","https://openalex.org/W2150847344","https://openalex.org/W2157446241","https://openalex.org/W2158611196","https://openalex.org/W2163413340","https://openalex.org/W2163707651","https://openalex.org/W2164039407","https://openalex.org/W2165009258","https://openalex.org/W2167209636","https://openalex.org/W2170882375","https://openalex.org/W2174056659","https://openalex.org/W2212660284","https://openalex.org/W2215788111","https://openalex.org/W2256907157","https://openalex.org/W2296319761","https://openalex.org/W2297468105","https://openalex.org/W2319534434","https://openalex.org/W2320090061","https://openalex.org/W2418779657","https://openalex.org/W2499800833","https://openalex.org/W2728438250","https://openalex.org/W2737349650","https://openalex.org/W2766258373","https://openalex.org/W2782556780","https://openalex.org/W2789737541","https://openalex.org/W2900391722","https://openalex.org/W2949830731","https://openalex.org/W2950215113","https://openalex.org/W2963026254","https://openalex.org/W2963330637","https://openalex.org/W3020204246","https://openalex.org/W3101022954","https://openalex.org/W3106284700","https://openalex.org/W3126123762","https://openalex.org/W4238253035","https://openalex.org/W4248681815","https://openalex.org/W4294541781","https://openalex.org/W6602866645","https://openalex.org/W6632707065","https://openalex.org/W6641158408","https://openalex.org/W6643617854","https://openalex.org/W6649027574","https://openalex.org/W6674629281","https://openalex.org/W6676051941","https://openalex.org/W6680296120","https://openalex.org/W6681871386","https://openalex.org/W6684663264","https://openalex.org/W6691986625","https://openalex.org/W6697546144","https://openalex.org/W6700160510"],"related_works":["https://openalex.org/W3136590534","https://openalex.org/W4280586040","https://openalex.org/W2523870064","https://openalex.org/W4298370694","https://openalex.org/W4306360841","https://openalex.org/W3117051909","https://openalex.org/W3126842272","https://openalex.org/W2775079844","https://openalex.org/W2963045269","https://openalex.org/W2953385226"],"abstract_inverted_index":{"A":[0,84],"Bayesian":[1,116],"model":[2,52],"for":[3],"sparse,":[4],"hierarchical,":[5],"inver-covariance":[6],"estimation":[7,16],"is":[8,40,104,137],"presented,":[9],"and":[10,36,39,45,90,109],"applied":[11],"to":[12,42,61,74,121,158],"multi-subject":[13],"functional":[14,111,166,180],"connectivity":[15,29],"in":[17,163,173],"the":[18,26,51,71,76,95,98,122,146,160,176],"human":[19],"brain.":[20],"It":[21],"enables":[22],"simultaneous":[23],"inference":[24],"of":[25,28,50,70,82,87,97,100,175],"strength":[27],"between":[30,79],"brain":[31],"regions":[32],"at":[33],"both":[34,107],"subject":[35],"population":[37],"level,":[38],"applicable":[41],"fMRI,":[43],"MEG":[44,164],"EEG":[46],"data.":[47],"Two":[48],"versions":[49],"can":[53],"encourage":[54],"sparse":[55],"connectivity,":[56],"either":[57],"using":[58,66,106],"continuous":[59],"priors":[60],"suppress":[62],"irrelevant":[63],"connections,":[64],"or":[65],"an":[67],"explicit":[68],"description":[69],"network":[72],"structure":[73],"estimate":[75],"connection":[77],"probability":[78],"each":[80],"pair":[81],"regions.":[83],"large":[85],"evaluation":[86],"this":[88],"model,":[89],"thirteen":[91],"methods":[92],"that":[93,152],"represent":[94],"state":[96],"art":[99],"inverse":[101],"covariance":[102],"modelling,":[103],"conducted":[105],"simulated":[108],"resting-state":[110],"imaging":[112],"datasets.":[113],"Our":[114],"novel":[115],"approach":[117],"has":[118],"similar":[119],"performance":[120],"best":[123],"extant":[124],"alternative,":[125],"Ng":[126],"et":[127],"al.'s":[128],"Sparse":[129],"Group":[130],"Gaussian":[131],"Graphical":[132],"Model":[133],"algorithm,":[134],"which":[135],"also":[136],"based":[138],"on":[139,179],"a":[140],"hierarchical":[141,154],"structure.":[142],"Using":[143],"data":[144],"from":[145],"Human":[147],"Connectome":[148],"Project,":[149],"we":[150],"show":[151],"these":[153],"models":[155],"are":[156],"able":[157],"reduce":[159],"measurement":[161],"error":[162],"beta-band":[165],"networks":[167],"by":[168],"10%,":[169],"producing":[170],"concomitant":[171],"increases":[172],"estimates":[174],"genetic":[177],"influence":[178],"connectivity.":[181]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":6},{"year":2019,"cited_by_count":6}],"updated_date":"2026-03-11T14:59:36.786465","created_date":"2025-10-10T00:00:00"}