{"id":"https://openalex.org/W2149726258","doi":"https://doi.org/10.1109/tmi.2011.2113378","title":"Total Variation Regularization for fMRI-Based Prediction of Behavior","display_name":"Total Variation Regularization for fMRI-Based Prediction of Behavior","publication_year":2011,"publication_date":"2011-02-11","ids":{"openalex":"https://openalex.org/W2149726258","doi":"https://doi.org/10.1109/tmi.2011.2113378","mag":"2149726258","pmid":"https://pubmed.ncbi.nlm.nih.gov/21317080","pmcid":"https://www.ncbi.nlm.nih.gov/pmc/articles/3336110"},"language":"en","primary_location":{"is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmi.2011.2113378","pdf_url":null,"source":{"id":"https://openalex.org/S58069681","display_name":"IEEE Transactions on Medical Imaging","issn_l":"0278-0062","issn":["0278-0062","1558-254X"],"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":["arxiv","crossref","datacite","pubmed"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"http://arxiv.org/pdf/1102.1101","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5027430303","display_name":"Vincent Michel","orcid":"https://orcid.org/0000-0002-7025-4343"},"institutions":[{"id":"https://openalex.org/I4210141288","display_name":"Lviv National Academy of Arts","ror":"https://ror.org/0502vx353","country_code":"UA","type":"education","lineage":["https://openalex.org/I4210141288"]},{"id":"https://openalex.org/I4210126360","display_name":"Inria Saclay - \u00cele de France","ror":"https://ror.org/0315e5x55","country_code":"FR","type":"government","lineage":["https://openalex.org/I1326498283","https://openalex.org/I4210126360"]},{"id":"https://openalex.org/I2738703131","display_name":"Commissariat \u00e0 l'\u00c9nergie Atomique et aux \u00c9nergies Alternatives","ror":"https://ror.org/00jjx8s55","country_code":"FR","type":"government","lineage":["https://openalex.org/I2738703131"]},{"id":"https://openalex.org/I4210128565","display_name":"CEA Paris-Saclay","ror":"https://ror.org/03n15ch10","country_code":"FR","type":"government","lineage":["https://openalex.org/I2738703131","https://openalex.org/I4210128565"]},{"id":"https://openalex.org/I1326498283","display_name":"Institut national de recherche en informatique et en automatique","ror":"https://ror.org/02kvxyf05","country_code":"FR","type":"government","lineage":["https://openalex.org/I1326498283"]}],"countries":["FR","UA"],"is_corresponding":true,"raw_author_name":"V. Michel","raw_affiliation_strings":["INRIA, Saclay-\u00cele-de-France, Parietal team, France -CEA/ DSV/ I2BM/ Neurospin/","LNAO"],"affiliations":[{"raw_affiliation_string":"LNAO","institution_ids":["https://openalex.org/I4210141288"]},{"raw_affiliation_string":"INRIA, Saclay-\u00cele-de-France, Parietal team, France -CEA/ DSV/ I2BM/ Neurospin/","institution_ids":["https://openalex.org/I4210126360","https://openalex.org/I2738703131","https://openalex.org/I4210128565","https://openalex.org/I1326498283"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018256474","display_name":"Alexandre Gramfort","orcid":"https://orcid.org/0000-0001-9791-4404"},"institutions":[{"id":"https://openalex.org/I4210126360","display_name":"Inria Saclay - \u00cele de France","ror":"https://ror.org/0315e5x55","country_code":"FR","type":"government","lineage":["https://openalex.org/I1326498283","https://openalex.org/I4210126360"]},{"id":"https://openalex.org/I2738703131","display_name":"Commissariat \u00e0 l'\u00c9nergie Atomique et aux \u00c9nergies Alternatives","ror":"https://ror.org/00jjx8s55","country_code":"FR","type":"government","lineage":["https://openalex.org/I2738703131"]},{"id":"https://openalex.org/I4210128565","display_name":"CEA Paris-Saclay","ror":"https://ror.org/03n15ch10","country_code":"FR","type":"government","lineage":["https://openalex.org/I2738703131","https://openalex.org/I4210128565"]},{"id":"https://openalex.org/I1326498283","display_name":"Institut national de recherche en informatique et en automatique","ror":"https://ror.org/02kvxyf05","country_code":"FR","type":"government","lineage":["https://openalex.org/I1326498283"]},{"id":"https://openalex.org/I4210141288","display_name":"Lviv National Academy of Arts","ror":"https://ror.org/0502vx353","country_code":"UA","type":"education","lineage":["https://openalex.org/I4210141288"]}],"countries":["FR","UA"],"is_corresponding":false,"raw_author_name":"A. Gramfort","raw_affiliation_strings":["INRIA, Saclay-\u00cele-de-France, Parietal team, France -CEA/ DSV/ I2BM/ Neurospin/","LNAO"],"affiliations":[{"raw_affiliation_string":"INRIA, Saclay-\u00cele-de-France, Parietal team, France -CEA/ DSV/ I2BM/ Neurospin/","institution_ids":["https://openalex.org/I4210126360","https://openalex.org/I2738703131","https://openalex.org/I4210128565","https://openalex.org/I1326498283"]},{"raw_affiliation_string":"LNAO","institution_ids":["https://openalex.org/I4210141288"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074733625","display_name":"Ga\u00ebl Varoquaux","orcid":"https://orcid.org/0000-0003-1076-5122"},"institutions":[{"id":"https://openalex.org/I4210126360","display_name":"Inria Saclay - \u00cele de France","ror":"https://ror.org/0315e5x55","country_code":"FR","type":"government","lineage":["https://openalex.org/I1326498283","https://openalex.org/I4210126360"]},{"id":"https://openalex.org/I2738703131","display_name":"Commissariat \u00e0 l'\u00c9nergie Atomique et aux \u00c9nergies Alternatives","ror":"https://ror.org/00jjx8s55","country_code":"FR","type":"government","lineage":["https://openalex.org/I2738703131"]},{"id":"https://openalex.org/I4210128565","display_name":"CEA Paris-Saclay","ror":"https://ror.org/03n15ch10","country_code":"FR","type":"government","lineage":["https://openalex.org/I2738703131","https://openalex.org/I4210128565"]},{"id":"https://openalex.org/I1326498283","display_name":"Institut national de recherche en informatique et en automatique","ror":"https://ror.org/02kvxyf05","country_code":"FR","type":"government","lineage":["https://openalex.org/I1326498283"]},{"id":"https://openalex.org/I4210141288","display_name":"Lviv National Academy of Arts","ror":"https://ror.org/0502vx353","country_code":"UA","type":"education","lineage":["https://openalex.org/I4210141288"]}],"countries":["FR","UA"],"is_corresponding":false,"raw_author_name":"G. Varoquaux","raw_affiliation_strings":["INRIA, Saclay-\u00cele-de-France, Parietal team, France -CEA/ DSV/ I2BM/ Neurospin/","LNAO"],"affiliations":[{"raw_affiliation_string":"INRIA, Saclay-\u00cele-de-France, Parietal team, France -CEA/ DSV/ I2BM/ Neurospin/","institution_ids":["https://openalex.org/I4210126360","https://openalex.org/I2738703131","https://openalex.org/I4210128565","https://openalex.org/I1326498283"]},{"raw_affiliation_string":"LNAO","institution_ids":["https://openalex.org/I4210141288"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044200790","display_name":"Evelyn Eger","orcid":"https://orcid.org/0000-0002-7164-2356"},"institutions":[{"id":"https://openalex.org/I154526488","display_name":"Inserm","ror":"https://ror.org/02vjkv261","country_code":"FR","type":"government","lineage":["https://openalex.org/I154526488"]},{"id":"https://openalex.org/I2738703131","display_name":"Commissariat \u00e0 l'\u00c9nergie Atomique et aux \u00c9nergies Alternatives","ror":"https://ror.org/00jjx8s55","country_code":"FR","type":"government","lineage":["https://openalex.org/I2738703131"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"E. Eger","raw_affiliation_strings":["INSERM U562, France -CEA/ DSV/ I2BM/ Neurospin/ Unicog"],"affiliations":[{"raw_affiliation_string":"INSERM U562, France -CEA/ DSV/ I2BM/ Neurospin/ Unicog","institution_ids":["https://openalex.org/I154526488","https://openalex.org/I2738703131"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5026762833","display_name":"Bertrand Thirion","orcid":"https://orcid.org/0000-0001-5018-7895"},"institutions":[{"id":"https://openalex.org/I4210126360","display_name":"Inria Saclay - \u00cele de France","ror":"https://ror.org/0315e5x55","country_code":"FR","type":"government","lineage":["https://openalex.org/I1326498283","https://openalex.org/I4210126360"]},{"id":"https://openalex.org/I2738703131","display_name":"Commissariat \u00e0 l'\u00c9nergie Atomique et aux \u00c9nergies Alternatives","ror":"https://ror.org/00jjx8s55","country_code":"FR","type":"government","lineage":["https://openalex.org/I2738703131"]},{"id":"https://openalex.org/I4210128565","display_name":"CEA Paris-Saclay","ror":"https://ror.org/03n15ch10","country_code":"FR","type":"government","lineage":["https://openalex.org/I2738703131","https://openalex.org/I4210128565"]},{"id":"https://openalex.org/I1326498283","display_name":"Institut national de recherche en informatique et en automatique","ror":"https://ror.org/02kvxyf05","country_code":"FR","type":"government","lineage":["https://openalex.org/I1326498283"]},{"id":"https://openalex.org/I4210141288","display_name":"Lviv National Academy of Arts","ror":"https://ror.org/0502vx353","country_code":"UA","type":"education","lineage":["https://openalex.org/I4210141288"]}],"countries":["FR","UA"],"is_corresponding":false,"raw_author_name":"B. Thirion","raw_affiliation_strings":["INRIA, Saclay-\u00cele-de-France, Parietal team, France -CEA/ DSV/ I2BM/ Neurospin/","LNAO"],"affiliations":[{"raw_affiliation_string":"INRIA, Saclay-\u00cele-de-France, Parietal team, France -CEA/ DSV/ I2BM/ Neurospin/","institution_ids":["https://openalex.org/I4210126360","https://openalex.org/I2738703131","https://openalex.org/I4210128565","https://openalex.org/I1326498283"]},{"raw_affiliation_string":"LNAO","institution_ids":["https://openalex.org/I4210141288"]}]}],"institution_assertions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5027430303"],"corresponding_institution_ids":["https://openalex.org/I4210141288","https://openalex.org/I4210126360","https://openalex.org/I2738703131","https://openalex.org/I4210128565","https://openalex.org/I1326498283"],"apc_list":null,"apc_paid":null,"fwci":13.165,"has_fulltext":true,"fulltext_origin":"pdf","cited_by_count":142,"citation_normalized_percentile":{"value":0.999931,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"30","issue":"7","first_page":"1328","last_page":"1340"},"is_retracted":false,"is_paratext":false,"primary_topic":{"id":"https://openalex.org/T10500","display_name":"Theory and Applications of Compressed Sensing","score":0.9979,"subfield":{"id":"https://openalex.org/subfields/2206","display_name":"Computational Mechanics"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10500","display_name":"Theory and Applications of Compressed Sensing","score":0.9979,"subfield":{"id":"https://openalex.org/subfields/2206","display_name":"Computational Mechanics"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10581","display_name":"Neuronal Oscillations in Cortical Networks","score":0.9936,"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":"Analysis of Brain Functional Connectivity Networks","score":0.9938,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/regularization","display_name":"Regularization (linguistics)","score":0.653298},{"id":"https://openalex.org/keywords/univariate","display_name":"Univariate","score":0.618636},{"id":"https://openalex.org/keywords/neuroimaging-data-analysis","display_name":"Neuroimaging Data Analysis","score":0.557117}],"concepts":[{"id":"https://openalex.org/C2779226451","wikidata":"https://www.wikidata.org/wiki/Q903809","display_name":"Functional magnetic resonance imaging","level":2,"score":0.6830354},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6736715},{"id":"https://openalex.org/C2776135515","wikidata":"https://www.wikidata.org/wiki/Q17143721","display_name":"Regularization (linguistics)","level":2,"score":0.653298},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.65123117},{"id":"https://openalex.org/C199163554","wikidata":"https://www.wikidata.org/wiki/Q1681619","display_name":"Univariate","level":3,"score":0.618636},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5557451},{"id":"https://openalex.org/C111030470","wikidata":"https://www.wikidata.org/wiki/Q1430460","display_name":"Curse of dimensionality","level":2,"score":0.5306579},{"id":"https://openalex.org/C57273362","wikidata":"https://www.wikidata.org/wiki/Q576722","display_name":"Decoding methods","level":2,"score":0.5011406},{"id":"https://openalex.org/C179518139","wikidata":"https://www.wikidata.org/wiki/Q5140297","display_name":"Coding (social sciences)","level":2,"score":0.4670697},{"id":"https://openalex.org/C117251300","wikidata":"https://www.wikidata.org/wiki/Q1849855","display_name":"Parametric statistics","level":2,"score":0.4573966},{"id":"https://openalex.org/C161584116","wikidata":"https://www.wikidata.org/wiki/Q1952580","display_name":"Multivariate statistics","level":2,"score":0.42671466},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.34706846},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.25378153},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.18926468},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.1806173},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.15359074},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.09341252}],"mesh":[{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":"Q000033","qualifier_name":"anatomy & histology","is_major_topic":true},{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D003071","descriptor_name":"Cognition","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":"","qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001519","descriptor_name":"Behavior","qualifier_ui":"","qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001519","descriptor_name":"Behavior","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":"","qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001931","descriptor_name":"Brain Mapping","qualifier_ui":"","qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003071","descriptor_name":"Cognition","qualifier_ui":"","qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003198","descriptor_name":"Computer Simulation","qualifier_ui":"","qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":"","qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"","qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":"","qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015999","descriptor_name":"Multivariate Analysis","qualifier_ui":"","qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012044","descriptor_name":"Regression Analysis","qualifier_ui":"","qualifier_name":null,"is_major_topic":false}],"locations_count":12,"locations":[{"is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmi.2011.2113378","pdf_url":null,"source":{"id":"https://openalex.org/S58069681","display_name":"IEEE Transactions on Medical Imaging","issn_l":"0278-0062","issn":["0278-0062","1558-254X"],"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":true,"landing_page_url":"http://arxiv.org/abs/1102.1101","pdf_url":"http://arxiv.org/pdf/1102.1101","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":["Cornell University"],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false},{"is_oa":true,"landing_page_url":"https://europepmc.org/articles/pmc3336110","pdf_url":null,"source":{"id":"https://openalex.org/S4306400806","display_name":"Europe PMC (PubMed Central)","issn_l":null,"issn":null,"is_oa":true,"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":["European Bioinformatics Institute"],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false},{"is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3336110","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"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":["National Institutes of Health"],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false},{"is_oa":true,"landing_page_url":"https://inria.hal.science/inria-00563468/file/arxiv_version.pdf","pdf_url":"https://inria.hal.science/inria-00563468/file/arxiv_version.pdf","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":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false},{"is_oa":true,"landing_page_url":"https://hal.inria.fr/inria-00563468","pdf_url":"https://inria.hal.science/inria-00563468/document","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":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false},{"is_oa":true,"landing_page_url":"https://hal.inria.fr/inria-00563468/file/arxiv_version.pdf","pdf_url":"https://hal.inria.fr/inria-00563468/file/arxiv_version.pdf","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":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false},{"is_oa":true,"landing_page_url":"https://hal.inria.fr/inria-00563468/document","pdf_url":"https://hal.inria.fr/inria-00563468/document","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":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false},{"is_oa":true,"landing_page_url":"https://arxiv.org/abs/1102.1101","pdf_url":"https://arxiv.org/pdf/1102.1101","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":["Cornell University"],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false},{"is_oa":true,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.401.1002","pdf_url":"https://hal.inria.fr/inria-00563468/document/","source":{"id":"https://openalex.org/S4306400349","display_name":"CiteSeer X (The Pennsylvania State University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I130769515","host_organization_name":"Pennsylvania State University","host_organization_lineage":["https://openalex.org/I130769515"],"host_organization_lineage_names":["Pennsylvania State University"],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false},{"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/21317080","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":["National Institutes of Health"],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false},{"is_oa":false,"landing_page_url":"https://api.datacite.org/dois/10.48550/arxiv.1102.1101","pdf_url":null,"source":{"id":"https://openalex.org/S4393179698","display_name":"DataCite API","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210145204","host_organization_name":"DataCite","host_organization_lineage":["https://openalex.org/I4210145204"],"host_organization_lineage_names":["DataCite"],"type":"metadata"},"license":null,"license_id":null,"version":null}],"best_oa_location":{"is_oa":true,"landing_page_url":"http://arxiv.org/abs/1102.1101","pdf_url":"http://arxiv.org/pdf/1102.1101","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":["Cornell University"],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false},"sustainable_development_goals":[{"display_name":"Quality education","score":0.49,"id":"https://metadata.un.org/sdg/4"}],"grants":[],"datasets":[],"versions":["https://openalex.org/W2149726258","https://openalex.org/W3098608502"],"referenced_works_count":68,"referenced_works":["https://openalex.org/W1503602982","https://openalex.org/W1511586888","https://openalex.org/W1512746852","https://openalex.org/W1659703378","https://openalex.org/W1941099773","https://openalex.org/W1953936588","https://openalex.org/W1987733777","https://openalex.org/W1991902980","https://openalex.org/W1995956812","https://openalex.org/W2005089986","https://openalex.org/W2005815123","https://openalex.org/W2006262045","https://openalex.org/W2007226897","https://openalex.org/W2007804187","https://openalex.org/W2011188952","https://openalex.org/W2036084760","https://openalex.org/W2040739363","https://openalex.org/W2041050058","https://openalex.org/W2041853331","https://openalex.org/W2044613381","https://openalex.org/W2045185094","https://openalex.org/W2047028564","https://openalex.org/W2048476135","https://openalex.org/W2048631316","https://openalex.org/W2060144980","https://openalex.org/W2063146169","https://openalex.org/W2068914392","https://openalex.org/W2073829263","https://openalex.org/W2085311558","https://openalex.org/W2089632738","https://openalex.org/W2090963365","https://openalex.org/W2093133114","https://openalex.org/W2097360283","https://openalex.org/W2098057602","https://openalex.org/W2100556411","https://openalex.org/W2101868363","https://openalex.org/W2103559027","https://openalex.org/W2106664807","https://openalex.org/W2112532472","https://openalex.org/W2115706991","https://openalex.org/W2116328702","https://openalex.org/W2116649573","https://openalex.org/W2119821739","https://openalex.org/W2121744457","https://openalex.org/W2122825543","https://openalex.org/W2123848033","https://openalex.org/W2134585061","https://openalex.org/W2134666234","https://openalex.org/W2135046866","https://openalex.org/W2138228305","https://openalex.org/W2139906140","https://openalex.org/W2140187652","https://openalex.org/W2140899075","https://openalex.org/W2142224912","https://openalex.org/W2143426320","https://openalex.org/W2144662207","https://openalex.org/W2146482778","https://openalex.org/W2149577107","https://openalex.org/W2150579376","https://openalex.org/W2168217710","https://openalex.org/W2296319761","https://openalex.org/W2485403294","https://openalex.org/W2890118801","https://openalex.org/W4239510810","https://openalex.org/W4250589301","https://openalex.org/W4255455317","https://openalex.org/W4294541781","https://openalex.org/W4393203632"],"related_works":["https://openalex.org/W2911841387","https://openalex.org/W2803255289","https://openalex.org/W2550734047","https://openalex.org/W2341571017","https://openalex.org/W2176526134","https://openalex.org/W2047547195","https://openalex.org/W204175656","https://openalex.org/W1993992974","https://openalex.org/W1828158523","https://openalex.org/W1512294453"],"abstract_inverted_index":{"While":[0],"medical":[1],"imaging":[2],"typically":[3],"provides":[4],"massive":[5],"amounts":[6],"of":[7,11,30,54,69,86,100,134,167,185],"data,":[8,24,88,155],"the":[9,67,83,87,89,97,101,114,131,135,148,165,182],"extraction":[10],"relevant":[12],"information":[13],"for":[14,147,175,188],"predictive":[15],"diagnosis":[16],"remains":[17],"a":[18,40,172],"difficult":[19],"challenge.":[20],"Functional":[21],"MRI":[22],"(fMRI)":[23],"that":[25,113,158],"provide":[26],"an":[27],"indirect":[28],"measure":[29],"task-related":[31],"or":[32],"spontaneous":[33],"neuronal":[34],"activity,":[35],"are":[36,117],"classically":[37],"analyzed":[38],"in":[39,108],"mass-univariate":[41],"procedure":[42],"yielding":[43],"statistical":[44],"parametric":[45],"maps.":[46],"This":[47],"analysis":[48],"framework":[49],"disregards":[50],"some":[51],"important":[52],"principles":[53],"brain":[55,73,168,176],"organization:":[56],"population":[57],"coding,":[58],"distributed":[59],"and":[60,124,156],"overlapping":[61],"representations.":[62],"Multivariate":[63],"pattern":[64],"analysis,":[65],"i.e.,":[66],"prediction":[68],"behavioural":[70],"variables":[71],"from":[72],"activation":[74],"patterns":[75],"better":[76],"captures":[77],"this":[78,151,179],"structure.":[79],"To":[80],"cope":[81],"with":[82,130],"high":[84],"dimensionality":[85],"learning":[90],"method":[91,152],"has":[92],"to":[93,120,153,164],"be":[94,128],"regularized.":[95],"However,":[96],"spatial":[98],"structure":[99],"image":[102,136],"is":[103,161],"not":[104],"taken":[105],"into":[106],"account":[107],"standard":[109],"regularization":[110,160,187],"methods,":[111],"so":[112],"extracted":[115],"features":[116],"often":[118],"hard":[119],"interpret.":[121],"More":[122],"informative":[123],"interpretable":[125],"results":[126],"can":[127],"obtained":[129],"l_1":[132],"norm":[133],"gradient,":[137],"a.k.a.":[138],"its":[139],"Total":[140],"Variation":[141],"(TV),":[142],"as":[143],"regularization.":[144],"We":[145],"apply":[146],"first":[149,183],"time":[150],"fMRI":[154],"show":[157],"TV":[159,186],"well":[162],"suited":[163],"purpose":[166],"mapping":[169],"while":[170],"being":[171],"powerful":[173],"tool":[174],"decoding.":[177],"Moreover,":[178],"article":[180],"presents":[181],"use":[184],"classification.":[189]},"cited_by_api_url":"https://api.openalex.org/works?filter=cites:W2149726258","counts_by_year":[{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":7},{"year":2022,"cited_by_count":5},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":6},{"year":2019,"cited_by_count":13},{"year":2018,"cited_by_count":16},{"year":2017,"cited_by_count":15},{"year":2016,"cited_by_count":18},{"year":2015,"cited_by_count":13},{"year":2014,"cited_by_count":18},{"year":2013,"cited_by_count":11},{"year":2012,"cited_by_count":12}],"updated_date":"2024-11-27T16:34:23.044176","created_date":"2016-06-24"}