{"id":"https://openalex.org/W2014886698","doi":"https://doi.org/10.1109/msp.2012.2233865","title":"Machine Learning with Brain Graphs: Predictive Modeling Approaches for Functional Imaging in Systems Neuroscience","display_name":"Machine Learning with Brain Graphs: Predictive Modeling Approaches for Functional Imaging in Systems Neuroscience","publication_year":2013,"publication_date":"2013-04-05","ids":{"openalex":"https://openalex.org/W2014886698","doi":"https://doi.org/10.1109/msp.2012.2233865","mag":"2014886698"},"language":"en","primary_location":{"is_oa":false,"landing_page_url":"https://doi.org/10.1109/msp.2012.2233865","pdf_url":null,"source":{"id":"https://openalex.org/S120977877","display_name":"IEEE Signal Processing Magazine","issn_l":"1053-5888","issn":["1053-5888","1558-0792"],"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":null,"is_accepted":false,"is_published":false},"type":"article","type_crossref":"journal-article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://access.archive-ouverte.unige.ch/access/metadata/f9688b64-a144-4ffb-bd1c-d982597ff634/download","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5037272620","display_name":"Jonas Richiardi","orcid":"https://orcid.org/0000-0002-6975-5634"},"institutions":[{"id":"https://openalex.org/I29607241","display_name":"\u00c9cole Normale Sup\u00e9rieure - PSL","ror":"https://ror.org/05a0dhs15","country_code":"FR","type":"other","lineage":["https://openalex.org/I29607241"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Jonas Richiardi","raw_affiliation_strings":["Institue of Bioeng., Ecole Polytech. Fed. de Lausanne, Lausanne, Switzerland"],"affiliations":[{"raw_affiliation_string":"Institue of Bioeng., Ecole Polytech. Fed. de Lausanne, Lausanne, Switzerland","institution_ids":["https://openalex.org/I29607241"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021851184","display_name":"Sophie Achard","orcid":"https://orcid.org/0000-0001-9448-1199"},"institutions":[],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Sophie Achard","raw_affiliation_strings":["Inst. Nat. Polytech. de Grenoble, Grenoble, France"],"affiliations":[{"raw_affiliation_string":"Inst. Nat. Polytech. de Grenoble, Grenoble, France","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111680161","display_name":"Horst Bunke","orcid":null},"institutions":[{"id":"https://openalex.org/I118564535","display_name":"University of Bern","ror":"https://ror.org/02k7v4d05","country_code":"CH","type":"education","lineage":["https://openalex.org/I118564535"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Horst Bunke","raw_affiliation_strings":["Inst. of Comput. Sci. & Appl. Math., Univ. of Bern, Bern, Switzerland"],"affiliations":[{"raw_affiliation_string":"Inst. of Comput. Sci. & Appl. Math., Univ. of Bern, Bern, Switzerland","institution_ids":["https://openalex.org/I118564535"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5003693672","display_name":"Dimitri Van De Ville","orcid":"https://orcid.org/0000-0002-2879-3861"},"institutions":[{"id":"https://openalex.org/I29607241","display_name":"\u00c9cole Normale Sup\u00e9rieure - PSL","ror":"https://ror.org/05a0dhs15","country_code":"FR","type":"other","lineage":["https://openalex.org/I29607241"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Dimitri Van De Ville","raw_affiliation_strings":["Institue of Bioeng., Ecole Polytech. Fed. de Lausanne, Lausanne, Switzerland"],"affiliations":[{"raw_affiliation_string":"Institue of Bioeng., Ecole Polytech. Fed. de Lausanne, Lausanne, Switzerland","institution_ids":["https://openalex.org/I29607241"]}]}],"institution_assertions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":6.563,"has_fulltext":true,"fulltext_origin":"pdf","cited_by_count":171,"citation_normalized_percentile":{"value":0.999934,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"30","issue":"3","first_page":"58","last_page":"70"},"is_retracted":false,"is_paratext":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":0.9972,"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/T10378","display_name":"Advanced MRI Techniques and Applications","score":0.9959,"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/magnetoencephalography","display_name":"Magnetoencephalography","score":0.8831862},{"id":"https://openalex.org/keywords/systems-neuroscience","display_name":"Systems neuroscience","score":0.55116844},{"id":"https://openalex.org/keywords/modalities","display_name":"Modalities","score":0.5101721},{"id":"https://openalex.org/keywords/brain-function","display_name":"Brain Function","score":0.46546412},{"id":"https://openalex.org/keywords/functional-imaging","display_name":"Functional Imaging","score":0.43395993}],"concepts":[{"id":"https://openalex.org/C556910895","wikidata":"https://www.wikidata.org/wiki/Q384188","display_name":"Magnetoencephalography","level":3,"score":0.8831862},{"id":"https://openalex.org/C58693492","wikidata":"https://www.wikidata.org/wiki/Q551875","display_name":"Neuroimaging","level":2,"score":0.7086274},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5911642},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.5865839},{"id":"https://openalex.org/C2779226451","wikidata":"https://www.wikidata.org/wiki/Q903809","display_name":"Functional magnetic resonance imaging","level":2,"score":0.57210654},{"id":"https://openalex.org/C2775842073","wikidata":"https://www.wikidata.org/wiki/Q208376","display_name":"Positron emission tomography","level":2,"score":0.56885934},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.5588182},{"id":"https://openalex.org/C31288803","wikidata":"https://www.wikidata.org/wiki/Q2617516","display_name":"Systems neuroscience","level":5,"score":0.55116844},{"id":"https://openalex.org/C2779903281","wikidata":"https://www.wikidata.org/wiki/Q6888026","display_name":"Modalities","level":2,"score":0.5101721},{"id":"https://openalex.org/C3018390542","wikidata":"https://www.wikidata.org/wiki/Q1073","display_name":"Brain function","level":2,"score":0.46546412},{"id":"https://openalex.org/C143409427","wikidata":"https://www.wikidata.org/wiki/Q161238","display_name":"Magnetic resonance imaging","level":2,"score":0.4492716},{"id":"https://openalex.org/C182752723","wikidata":"https://www.wikidata.org/wiki/Q1474590","display_name":"Functional imaging","level":2,"score":0.43395993},{"id":"https://openalex.org/C120843803","wikidata":"https://www.wikidata.org/wiki/Q4955807","display_name":"Brain activity and meditation","level":3,"score":0.4235682},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.41652918},{"id":"https://openalex.org/C188147891","wikidata":"https://www.wikidata.org/wiki/Q147638","display_name":"Cognitive science","level":1,"score":0.36295754},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.3185307},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.15204453},{"id":"https://openalex.org/C2778609137","wikidata":"https://www.wikidata.org/wiki/Q105790271","display_name":"Myelin","level":3,"score":0.0},{"id":"https://openalex.org/C2776985911","wikidata":"https://www.wikidata.org/wiki/Q916698","display_name":"Oligodendrocyte","level":4,"score":0.0},{"id":"https://openalex.org/C529278444","wikidata":"https://www.wikidata.org/wiki/Q47273","display_name":"Central nervous system","level":2,"score":0.0},{"id":"https://openalex.org/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","level":1,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"is_oa":false,"landing_page_url":"https://doi.org/10.1109/msp.2012.2233865","pdf_url":null,"source":{"id":"https://openalex.org/S120977877","display_name":"IEEE Signal Processing Magazine","issn_l":"1053-5888","issn":["1053-5888","1558-0792"],"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":null,"is_accepted":false,"is_published":false},{"is_oa":false,"landing_page_url":"https://hal.science/hal-00951116","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":["Centre National de la Recherche Scientifique"],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false},{"is_oa":false,"landing_page_url":"https://hal.archives-ouvertes.fr/hal-00951116","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":["Centre National de la Recherche Scientifique"],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false},{"is_oa":true,"landing_page_url":"https://archive-ouverte.unige.ch/unige:33936","pdf_url":"https://access.archive-ouverte.unige.ch/access/metadata/f9688b64-a144-4ffb-bd1c-d982597ff634/download","source":{"id":"https://openalex.org/S4306402259","display_name":"Archive ouverte UNIGE (University of Geneva)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I114457229","host_organization_name":"University of Geneva","host_organization_lineage":["https://openalex.org/I114457229"],"host_organization_lineage_names":["University of Geneva"],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"publishedVersion","is_accepted":true,"is_published":true}],"best_oa_location":{"is_oa":true,"landing_page_url":"https://archive-ouverte.unige.ch/unige:33936","pdf_url":"https://access.archive-ouverte.unige.ch/access/metadata/f9688b64-a144-4ffb-bd1c-d982597ff634/download","source":{"id":"https://openalex.org/S4306402259","display_name":"Archive ouverte UNIGE (University of Geneva)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I114457229","host_organization_name":"University of Geneva","host_organization_lineage":["https://openalex.org/I114457229"],"host_organization_lineage_names":["University of Geneva"],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"publishedVersion","is_accepted":true,"is_published":true},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","score":0.77,"display_name":"Quality education"}],"grants":[],"datasets":[],"versions":[],"referenced_works_count":62,"referenced_works":["https://openalex.org/W1556373596","https://openalex.org/W1747101780","https://openalex.org/W1861597095","https://openalex.org/W1875112053","https://openalex.org/W1967497571","https://openalex.org/W1972127338","https://openalex.org/W1979777051","https://openalex.org/W1983183519","https://openalex.org/W1984946761","https://openalex.org/W1985260835","https://openalex.org/W1985327120","https://openalex.org/W1987924998","https://openalex.org/W1991971712","https://openalex.org/W1996187129","https://openalex.org/W1999653836","https://openalex.org/W2005321445","https://openalex.org/W2009494091","https://openalex.org/W2011099767","https://openalex.org/W2013016035","https://openalex.org/W2027329917","https://openalex.org/W2030637554","https://openalex.org/W2033881971","https://openalex.org/W2036746668","https://openalex.org/W2044423747","https://openalex.org/W2057950952","https://openalex.org/W2063404606","https://openalex.org/W2066954980","https://openalex.org/W2082442136","https://openalex.org/W2088828894","https://openalex.org/W2090357978","https://openalex.org/W2093540790","https://openalex.org/W2094826395","https://openalex.org/W2101219946","https://openalex.org/W2105259239","https://openalex.org/W2115947262","https://openalex.org/W2118693417","https://openalex.org/W2127389037","https://openalex.org/W2129109788","https://openalex.org/W2129971280","https://openalex.org/W2130578089","https://openalex.org/W2130654277","https://openalex.org/W2134563004","https://openalex.org/W2136395604","https://openalex.org/W2136562407","https://openalex.org/W2138905229","https://openalex.org/W2142029338","https://openalex.org/W2143661428","https://openalex.org/W2146722826","https://openalex.org/W2150914399","https://openalex.org/W2151191578","https://openalex.org/W2153549468","https://openalex.org/W2157656721","https://openalex.org/W2158485497","https://openalex.org/W2161066872","https://openalex.org/W2163340130","https://openalex.org/W2167822639","https://openalex.org/W2168559064","https://openalex.org/W2493872773","https://openalex.org/W2911738047","https://openalex.org/W3089669417","https://openalex.org/W4234989302","https://openalex.org/W574643040"],"related_works":["https://openalex.org/W4237946792","https://openalex.org/W4230864467","https://openalex.org/W2483190703","https://openalex.org/W2285704309","https://openalex.org/W2162915647","https://openalex.org/W2133080863","https://openalex.org/W2058642012","https://openalex.org/W2011718539","https://openalex.org/W2009129964","https://openalex.org/W1511411771"],"abstract_inverted_index":{"The":[0],"observation":[1],"and":[2,38,41,48,68,72,131],"description":[3,103],"of":[4,12,98,104],"the":[5,15,31,102],"living":[6],"brain":[7,76,99,105],"has":[8,91],"attracted":[9],"a":[10,94],"lot":[11],"research":[13],"over":[14],"past":[16],"centuries.":[17],"Many":[18],"noninvasive":[19],"imaging":[20,51],"modalities":[21],"have":[22,118],"been":[23,119],"developed,":[24],"such":[25,111],"as":[26,112],"topographical":[27],"techniques":[28],"based":[29],"on":[30,57],"electromagnetic":[32],"field":[33],"potential":[34],"[i.e.,":[35],"electroencephalography":[36],"(EEG)":[37],"magnetoencephalography":[39],"(MEG)],":[40],"tomography":[42,47],"approaches":[43],"including":[44,101],"positron":[45],"emission":[46],"magnetic":[49],"resonance":[50],"(MRI).":[52],"Here":[53],"we":[54],"will":[55],"focus":[56],"functional":[58],"MRI":[59],"(fMRI)":[60],"since":[61],"it":[62,73],"is":[63],"widely":[64],"deployed":[65],"for":[66],"clinical":[67],"cognitive":[69],"neurosciences":[70],"today,":[71],"can":[74],"reveal":[75],"function":[77],"due":[78],"to":[79,86,93],"neurovascular":[80],"coupling":[81],"(see":[82],"?From":[83],"Brain":[84],"Images":[85],"fMRI":[87],"Time":[88],"Series?).":[89],"It":[90],"led":[92],"much":[95],"better":[96],"understanding":[97],"function,":[100],"areas":[106],"with":[107],"very":[108],"specialized":[109],"functions":[110],"face":[113],"recognition.":[114],"These":[115],"neuroscientific":[116],"insights":[117],"made":[120],"possible":[121],"by":[122],"important":[123],"methodological":[124],"advances":[125],"in":[126],"MR":[127],"physics,":[128],"signal":[129],"processing,":[130],"mathematical":[132],"modeling.":[133]},"cited_by_api_url":"https://api.openalex.org/works?filter=cites:W2014886698","counts_by_year":[{"year":2024,"cited_by_count":8},{"year":2023,"cited_by_count":13},{"year":2022,"cited_by_count":16},{"year":2021,"cited_by_count":17},{"year":2020,"cited_by_count":18},{"year":2019,"cited_by_count":20},{"year":2018,"cited_by_count":12},{"year":2017,"cited_by_count":17},{"year":2016,"cited_by_count":16},{"year":2015,"cited_by_count":17},{"year":2014,"cited_by_count":9},{"year":2013,"cited_by_count":5}],"updated_date":"2024-12-10T00:27:36.757844","created_date":"2016-06-24"}