{"id":"https://openalex.org/W3157152805","doi":"https://doi.org/10.1109/tpami.2022.3185773","title":"Data Augmentation in High Dimensional Low Sample Size Setting Using a Geometry-Based Variational Autoencoder","display_name":"Data Augmentation in High Dimensional Low Sample Size Setting Using a Geometry-Based Variational Autoencoder","publication_year":2022,"publication_date":"2022-06-24","ids":{"openalex":"https://openalex.org/W3157152805","doi":"https://doi.org/10.1109/tpami.2022.3185773","mag":"3157152805","pmid":"https://pubmed.ncbi.nlm.nih.gov/35749321"},"language":"en","primary_location":{"id":"doi:10.1109/tpami.2022.3185773","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tpami.2022.3185773","pdf_url":null,"source":{"id":"https://openalex.org/S199944782","display_name":"IEEE Transactions on Pattern Analysis and Machine Intelligence","issn_l":"0162-8828","issn":["0162-8828","1939-3539","2160-9292"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Pattern Analysis and Machine Intelligence","raw_type":"journal-article"},"type":"article","indexed_in":["arxiv","crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2105.00026","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5036395269","display_name":"Cl\u00e9ment Chadebec","orcid":"https://orcid.org/0000-0003-3890-1392"},"institutions":[{"id":"https://openalex.org/I1326498283","display_name":"Institut national de recherche en sciences et technologies du num\u00e9rique","ror":"https://ror.org/02kvxyf05","country_code":"FR","type":"government","lineage":["https://openalex.org/I1326498283"]},{"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/I39804081","display_name":"Sorbonne Universit\u00e9","ror":"https://ror.org/02en5vm52","country_code":"FR","type":"education","lineage":["https://openalex.org/I39804081"]},{"id":"https://openalex.org/I4210092322","display_name":"Centre de Recherche des Cordeliers","ror":"https://ror.org/00dmms154","country_code":"FR","type":"facility","lineage":["https://openalex.org/I154526488","https://openalex.org/I204730241","https://openalex.org/I39804081","https://openalex.org/I4210092322"]}],"countries":["FR"],"is_corresponding":true,"raw_author_name":"Cl\u00e9ment Chadebec","raw_affiliation_strings":["Université de Paris, Inria, Centre de Recherche des Cordeliers, Inserm, Sorbonne Université, Paris, France","Inria de Paris","Health data- and model- driven Knowledge Acquisition"],"raw_orcid":"https://orcid.org/0000-0003-3890-1392","affiliations":[{"raw_affiliation_string":"Université de Paris, Inria, Centre de Recherche des Cordeliers, Inserm, Sorbonne Université, Paris, France","institution_ids":["https://openalex.org/I154526488","https://openalex.org/I39804081","https://openalex.org/I4210092322"]},{"raw_affiliation_string":"Inria de Paris","institution_ids":["https://openalex.org/I1326498283"]},{"raw_affiliation_string":"Health data- and model- driven Knowledge Acquisition","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091549281","display_name":"Elina Thibeau\u2013Sutre","orcid":"https://orcid.org/0000-0002-4615-0237"},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"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/I39804081","display_name":"Sorbonne Universit\u00e9","ror":"https://ror.org/02en5vm52","country_code":"FR","type":"education","lineage":["https://openalex.org/I39804081"]},{"id":"https://openalex.org/I4210097159","display_name":"Assistance Publique \u2013 H\u00f4pitaux de Paris","ror":"https://ror.org/00pg5jh14","country_code":"FR","type":"healthcare","lineage":["https://openalex.org/I4210097159"]},{"id":"https://openalex.org/I4210152724","display_name":"Institut du Cerveau","ror":"https://ror.org/050gn5214","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I154526488","https://openalex.org/I39804081","https://openalex.org/I4210096427","https://openalex.org/I4210152724"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Elina Thibeau-Sutre","raw_affiliation_strings":["Institut du Cerveau - Paris Brain Institute (ICM), Inserm U 1127, CNRS UMR 7225, AP-HP Hôpital de la Pitié Salpêtrière and Inria Aramis project-team, Sorbonne Université, Paris, France","Centre National de la Recherche Scientifique","Algorithms, models and methods for images and signals of the human brain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institut du Cerveau - Paris Brain Institute (ICM), Inserm U 1127, CNRS UMR 7225, AP-HP Hôpital de la Pitié Salpêtrière and Inria Aramis project-team, Sorbonne Université, Paris, France","institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I4210097159","https://openalex.org/I39804081","https://openalex.org/I4210152724","https://openalex.org/I154526488"]},{"raw_affiliation_string":"Centre National de la Recherche Scientifique","institution_ids":["https://openalex.org/I1294671590"]},{"raw_affiliation_string":"Algorithms, models and methods for images and signals of the human brain","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053042574","display_name":"Ninon Burgos","orcid":"https://orcid.org/0000-0002-4668-2006"},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"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/I39804081","display_name":"Sorbonne Universit\u00e9","ror":"https://ror.org/02en5vm52","country_code":"FR","type":"education","lineage":["https://openalex.org/I39804081"]},{"id":"https://openalex.org/I4210097159","display_name":"Assistance Publique \u2013 H\u00f4pitaux de Paris","ror":"https://ror.org/00pg5jh14","country_code":"FR","type":"healthcare","lineage":["https://openalex.org/I4210097159"]},{"id":"https://openalex.org/I4210152724","display_name":"Institut du Cerveau","ror":"https://ror.org/050gn5214","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I154526488","https://openalex.org/I39804081","https://openalex.org/I4210096427","https://openalex.org/I4210152724"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Ninon Burgos","raw_affiliation_strings":["Institut du Cerveau - Paris Brain Institute (ICM), Inserm U 1127, CNRS UMR 7225, AP-HP Hôpital de la Pitié Salpêtrière and Inria Aramis project-team, Sorbonne Université, Paris, France","Algorithms, models and methods for images and signals of the human brain","Centre National de la Recherche Scientifique"],"raw_orcid":"https://orcid.org/0000-0002-4668-2006","affiliations":[{"raw_affiliation_string":"Institut du Cerveau - Paris Brain Institute (ICM), Inserm U 1127, CNRS UMR 7225, AP-HP Hôpital de la Pitié Salpêtrière and Inria Aramis project-team, Sorbonne Université, Paris, France","institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I4210097159","https://openalex.org/I39804081","https://openalex.org/I4210152724","https://openalex.org/I154526488"]},{"raw_affiliation_string":"Algorithms, models and methods for images and signals of the human brain","institution_ids":[]},{"raw_affiliation_string":"Centre National de la Recherche Scientifique","institution_ids":["https://openalex.org/I1294671590"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5031106777","display_name":"St\u00e9phanie Allassonni\u00e8re","orcid":"https://orcid.org/0000-0002-5692-4945"},"institutions":[{"id":"https://openalex.org/I1326498283","display_name":"Institut national de recherche en sciences et technologies du num\u00e9rique","ror":"https://ror.org/02kvxyf05","country_code":"FR","type":"government","lineage":["https://openalex.org/I1326498283"]},{"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/I39804081","display_name":"Sorbonne Universit\u00e9","ror":"https://ror.org/02en5vm52","country_code":"FR","type":"education","lineage":["https://openalex.org/I39804081"]},{"id":"https://openalex.org/I4210092322","display_name":"Centre de Recherche des Cordeliers","ror":"https://ror.org/00dmms154","country_code":"FR","type":"facility","lineage":["https://openalex.org/I154526488","https://openalex.org/I204730241","https://openalex.org/I39804081","https://openalex.org/I4210092322"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"St\u00e9phanie Allassonni\u00e8re","raw_affiliation_strings":["Université de Paris, Inria, Centre de Recherche des Cordeliers, Inserm, Sorbonne Université, Paris, France","Health data- and model- driven Knowledge Acquisition","Inria de Paris"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Université de Paris, Inria, Centre de Recherche des Cordeliers, Inserm, Sorbonne Université, Paris, France","institution_ids":["https://openalex.org/I154526488","https://openalex.org/I39804081","https://openalex.org/I4210092322"]},{"raw_affiliation_string":"Health data- and model- driven Knowledge Acquisition","institution_ids":[]},{"raw_affiliation_string":"Inria de Paris","institution_ids":["https://openalex.org/I1326498283"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5036395269"],"corresponding_institution_ids":["https://openalex.org/I1326498283","https://openalex.org/I154526488","https://openalex.org/I39804081","https://openalex.org/I4210092322"],"apc_list":null,"apc_paid":null,"fwci":7.5139,"has_fulltext":true,"cited_by_count":90,"citation_normalized_percentile":{"value":0.98177539,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":100},"biblio":{"volume":"45","issue":"3","first_page":"2879","last_page":"2896"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10775","display_name":"Generative Adversarial Networks and Image Synthesis","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10775","display_name":"Generative Adversarial Networks and Image Synthesis","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.9980000257492065,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11307","display_name":"Domain Adaptation and Few-Shot Learning","score":0.9958999752998352,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/autoencoder","display_name":"Autoencoder","score":0.8230553865432739},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7023655772209167},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.6312045454978943},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.6157101392745972},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5869672894477844},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.5072411894798279},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.48852360248565674},{"id":"https://openalex.org/keywords/metric","display_name":"Metric (unit)","score":0.4606030583381653},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.43513181805610657},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.32063576579093933}],"concepts":[{"id":"https://openalex.org/C101738243","wikidata":"https://www.wikidata.org/wiki/Q786435","display_name":"Autoencoder","level":3,"score":0.8230553865432739},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7023655772209167},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.6312045454978943},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.6157101392745972},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5869672894477844},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.5072411894798279},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.48852360248565674},{"id":"https://openalex.org/C176217482","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Metric (unit)","level":2,"score":0.4606030583381653},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.43513181805610657},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.32063576579093933},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.1109/tpami.2022.3185773","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tpami.2022.3185773","pdf_url":null,"source":{"id":"https://openalex.org/S199944782","display_name":"IEEE Transactions on Pattern Analysis and Machine Intelligence","issn_l":"0162-8828","issn":["0162-8828","1939-3539","2160-9292"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Pattern Analysis and Machine Intelligence","raw_type":"journal-article"},{"id":"pmid:35749321","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/35749321","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE transactions on pattern analysis and machine intelligence","raw_type":null},{"id":"pmh:oai:arXiv.org:2105.00026","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2105.00026","pdf_url":"https://arxiv.org/pdf/2105.00026","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":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"pmh:oai:HAL:hal-03214093v1","is_oa":true,"landing_page_url":"https://hal.science/hal-03214093","pdf_url":"https://hal.science/hal-03214093v1/file/Data_Augmentation_HDLSS_VAE.pdf","source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"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":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Transactions on Pattern Analysis and Machine Intelligence, 2022, ⟨10.1109/TPAMI.2022.3185773⟩","raw_type":"Journal articles"},{"id":"pmh:oai:oskar-bordeaux.fr:20.500.12278/35042","is_oa":false,"landing_page_url":"https://oskar-bordeaux.fr/handle/20.500.12278/35042","pdf_url":null,"source":{"id":"https://openalex.org/S4306402569","display_name":"Oskar-Bordeaux (Universite de Bordeaux)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Document de travail - Pr\u00e9-publication"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2105.00026","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2105.00026","pdf_url":"https://arxiv.org/pdf/2105.00026","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":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1298807586","display_name":null,"funder_award_id":"U01 AG024904","funder_id":"https://openalex.org/F4320327918","funder_display_name":"H. Lundbeck A/S"},{"id":"https://openalex.org/G1336222015","display_name":null,"funder_award_id":"AG024904","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G141129281","display_name":null,"funder_award_id":"Hospitalo-Universitaire-6","funder_id":"https://openalex.org/F4320320883","funder_display_name":"Agence Nationale de la Recherche"},{"id":"https://openalex.org/G1554142629","display_name":null,"funder_award_id":"W81XWH-12-2-0012","funder_id":"https://openalex.org/F4320322148","funder_display_name":"Eisai"},{"id":"https://openalex.org/G1593117279","display_name":null,"funder_award_id":"U01 AG024904","funder_id":"https://openalex.org/F4320309470","funder_display_name":"Meso Scale Diagnostics"},{"id":"https://openalex.org/G1650819308","display_name":null,"funder_award_id":"W81XWH-12-2-0012","funder_id":"https://openalex.org/F4320308604","funder_display_name":"Biogen"},{"id":"https://openalex.org/G1880935189","display_name":null,"funder_award_id":"AG024904","funder_id":"https://openalex.org/F4320327918","funder_display_name":"H. Lundbeck A/S"},{"id":"https://openalex.org/G2100670906","display_name":null,"funder_award_id":"W81XWH-12-2-0012","funder_id":"https://openalex.org/F4320310388","funder_display_name":"Novartis Pharmaceuticals Corporation"},{"id":"https://openalex.org/G2152643862","display_name":null,"funder_award_id":"U01 AG024904","funder_id":"https://openalex.org/F4320311551","funder_display_name":"Northern California Institute for Research and Education"},{"id":"https://openalex.org/G2189010064","display_name":null,"funder_award_id":"U01 AG024904","funder_id":"https://openalex.org/F4320306078","funder_display_name":"U.S. Department of Defense"},{"id":"https://openalex.org/G2340207221","display_name":null,"funder_award_id":"U01 AG024904","funder_id":"https://openalex.org/F4320310045","funder_display_name":"BioClinica"},{"id":"https://openalex.org/G2422938190","display_name":null,"funder_award_id":"ANR-10-IAIHU-06","funder_id":"https://openalex.org/F4320320883","funder_display_name":"Agence Nationale de la Recherche"},{"id":"https://openalex.org/G2471646051","display_name":null,"funder_award_id":"W81XWH-12-2-0012","funder_id":"https://openalex.org/F4320327918","funder_display_name":"H. Lundbeck A/S"},{"id":"https://openalex.org/G2522063444","display_name":null,"funder_award_id":"W81XWH-12-2-0012","funder_id":"https://openalex.org/F4320332193","funder_display_name":"Genentech"},{"id":"https://openalex.org/G29951154","display_name":null,"funder_award_id":"AG024904","funder_id":"https://openalex.org/F4320309697","funder_display_name":"Alzheimer's Disease Neuroimaging Initiative"},{"id":"https://openalex.org/G3103753459","display_name":null,"funder_award_id":"10-IAIHU-06","funder_id":"https://openalex.org/F4320320883","funder_display_name":"Agence Nationale de la Recherche"},{"id":"https://openalex.org/G3131374986","display_name":null,"funder_award_id":"U01 AG024904","funder_id":"https://openalex.org/F4320307115","funder_display_name":"Bristol-Myers Squibb"},{"id":"https://openalex.org/G3216574877","display_name":null,"funder_award_id":"W81XWH-12-2-","funder_id":"https://openalex.org/F4320309697","funder_display_name":"Alzheimer's Disease Neuroimaging Initiative"},{"id":"https://openalex.org/G3553156159","display_name":null,"funder_award_id":"AG024904","funder_id":"https://openalex.org/F4320307115","funder_display_name":"Bristol-Myers Squibb"},{"id":"https://openalex.org/G3710456697","display_name":null,"funder_award_id":"U01 AG024904","funder_id":"https://openalex.org/F4320307758","funder_display_name":"Eli Lilly and Company"},{"id":"https://openalex.org/G3752451908","display_name":null,"funder_award_id":"AG024904","funder_id":"https://openalex.org/F4320327235","funder_display_name":"Servier"},{"id":"https://openalex.org/G3870774570","display_name":null,"funder_award_id":"AG024904","funder_id":"https://openalex.org/F4320332193","funder_display_name":"Genentech"},{"id":"https://openalex.org/G3890809913","display_name":null,"funder_award_id":"W81XWH-12-2-0012","funder_id":"https://openalex.org/F4320309697","funder_display_name":"Alzheimer's Disease Neuroimaging Initiative"},{"id":"https://openalex.org/G3908963977","display_name":null,"funder_award_id":"U01 AG024904","funder_id":"https://openalex.org/F4320334506","funder_display_name":"Canadian Institutes of Health Research"},{"id":"https://openalex.org/G4119534169","display_name":null,"funder_award_id":"W81XWH","funder_id":"https://openalex.org/F4320306078","funder_display_name":"U.S. Department of Defense"},{"id":"https://openalex.org/G43180419","display_name":null,"funder_award_id":"U01 AG024904","funder_id":"https://openalex.org/F4320322148","funder_display_name":"Eisai"},{"id":"https://openalex.org/G4475667458","display_name":null,"funder_award_id":"W81XWH-12-2-","funder_id":"https://openalex.org/F4320306078","funder_display_name":"U.S. Department of Defense"},{"id":"https://openalex.org/G4501223628","display_name":null,"funder_award_id":"AG024904","funder_id":"https://openalex.org/F4320329118","funder_display_name":"IXICO"},{"id":"https://openalex.org/G4558216502","display_name":null,"funder_award_id":"U01 AG024904","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G4800177743","display_name":null,"funder_award_id":"W81XWH-12-2-0012","funder_id":"https://openalex.org/F4320310045","funder_display_name":"BioClinica"},{"id":"https://openalex.org/G4950536974","display_name":null,"funder_award_id":"-0001","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G5207404921","display_name":null,"funder_award_id":"U01 AG024904","funder_id":"https://openalex.org/F4320306219","funder_display_name":"Alzheimer's Association"},{"id":"https://openalex.org/G5209990037","display_name":null,"funder_award_id":"AG024904","funder_id":"https://openalex.org/F4320307765","funder_display_name":"Pfizer"},{"id":"https://openalex.org/G528601746","display_name":null,"funder_award_id":"W81XWH-12-2-0012","funder_id":"https://openalex.org/F4320334506","funder_display_name":"Canadian Institutes of Health Research"},{"id":"https://openalex.org/G5324093878","display_name":null,"funder_award_id":"W81XWH-12","funder_id":"https://openalex.org/F4320306078","funder_display_name":"U.S. Department of Defense"},{"id":"https://openalex.org/G5365730499","display_name":null,"funder_award_id":"W81XWH-12-2-0012","funder_id":"https://openalex.org/F4320308668","funder_display_name":"University of Southern California"},{"id":"https://openalex.org/G5654639750","display_name":null,"funder_award_id":"AG024904","funder_id":"https://openalex.org/F4320310045","funder_display_name":"BioClinica"},{"id":"https://openalex.org/G5740349702","display_name":null,"funder_award_id":"AG024904","funder_id":"https://openalex.org/F4320309470","funder_display_name":"Meso Scale Diagnostics"},{"id":"https://openalex.org/G5838787665","display_name":null,"funder_award_id":"ANR-19-P3IA-0001","funder_id":"https://openalex.org/F4320320883","funder_display_name":"Agence Nationale de la Recherche"},{"id":"https://openalex.org/G5850682332","display_name":null,"funder_award_id":"W81XWH","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G613619302","display_name":null,"funder_award_id":"U01 AG024904","funder_id":"https://openalex.org/F4320310388","funder_display_name":"Novartis Pharmaceuticals Corporation"},{"id":"https://openalex.org/G6173816828","display_name":null,"funder_award_id":"W81XWH-12-2-0012","funder_id":"https://openalex.org/F4320307765","funder_display_name":"Pfizer"},{"id":"https://openalex.org/G6210868510","display_name":null,"funder_award_id":"U01 AG024904","funder_id":"https://openalex.org/F4320308604","funder_display_name":"Biogen"},{"id":"https://openalex.org/G626190807","display_name":null,"funder_award_id":"19-P3IA-0001","funder_id":"https://openalex.org/F4320320883","funder_display_name":"Agence Nationale de la Recherche"},{"id":"https://openalex.org/G6371410416","display_name":null,"funder_award_id":"AG024904","funder_id":"https://openalex.org/F4320308604","funder_display_name":"Biogen"},{"id":"https://openalex.org/G6412110892","display_name":null,"funder_award_id":"U01 AG024904","funder_id":"https://openalex.org/F4320332193","funder_display_name":"Genentech"},{"id":"https://openalex.org/G6447063303","display_name":null,"funder_award_id":"W81XWH-12-2-0012","funder_id":"https://openalex.org/F4320309470","funder_display_name":"Meso Scale Diagnostics"},{"id":"https://openalex.org/G6719828067","display_name":null,"funder_award_id":"W81XWH-12-2-0012","funder_id":"https://openalex.org/F4320329118","funder_display_name":"IXICO"},{"id":"https://openalex.org/G6792506723","display_name":null,"funder_award_id":"W81XWH-12-2-0012","funder_id":"https://openalex.org/F4320307115","funder_display_name":"Bristol-Myers Squibb"},{"id":"https://openalex.org/G6899163935","display_name":null,"funder_award_id":"AG024904","funder_id":"https://openalex.org/F4320322148","funder_display_name":"Eisai"},{"id":"https://openalex.org/G7240651115","display_name":null,"funder_award_id":"ANR-10","funder_id":"https://openalex.org/F4320320883","funder_display_name":"Agence Nationale de la Recherche"},{"id":"https://openalex.org/G72415811","display_name":null,"funder_award_id":"W81XWH-12-2-0012","funder_id":"https://openalex.org/F4320311551","funder_display_name":"Northern California Institute for Research and Education"},{"id":"https://openalex.org/G7298697282","display_name":null,"funder_award_id":"U01 AG024904","funder_id":"https://openalex.org/F4320329118","funder_display_name":"IXICO"},{"id":"https://openalex.org/G764699806","display_name":null,"funder_award_id":"W81XWH-12-2-0012","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G7799614282","display_name":null,"funder_award_id":"U01 AG024904","funder_id":"https://openalex.org/F4320307765","funder_display_name":"Pfizer"},{"id":"https://openalex.org/G781725486","display_name":null,"funder_award_id":"AG024904","funder_id":"https://openalex.org/F4320307758","funder_display_name":"Eli Lilly and Company"},{"id":"https://openalex.org/G7854119329","display_name":null,"funder_award_id":"W81XWH-12-2-0012","funder_id":"https://openalex.org/F4320306078","funder_display_name":"U.S. Department of Defense"},{"id":"https://openalex.org/G8228018387","display_name":null,"funder_award_id":"W81XWH-12-2-0012","funder_id":"https://openalex.org/F4320306219","funder_display_name":"Alzheimer's Association"},{"id":"https://openalex.org/G8281378126","display_name":null,"funder_award_id":"W81XWH-12-2-0012","funder_id":"https://openalex.org/F4320327235","funder_display_name":"Servier"},{"id":"https://openalex.org/G8318455765","display_name":null,"funder_award_id":"ANR-19","funder_id":"https://openalex.org/F4320320883","funder_display_name":"Agence Nationale de la Recherche"},{"id":"https://openalex.org/G839208290","display_name":null,"funder_award_id":"AG024904","funder_id":"https://openalex.org/F4320310388","funder_display_name":"Novartis Pharmaceuticals Corporation"},{"id":"https://openalex.org/G8852128998","display_name":null,"funder_award_id":"U01 AG024904","funder_id":"https://openalex.org/F4320327235","funder_display_name":"Servier"},{"id":"https://openalex.org/G8895907669","display_name":null,"funder_award_id":"AG024904","funder_id":"https://openalex.org/F4320306078","funder_display_name":"U.S. Department of Defense"},{"id":"https://openalex.org/G8897063270","display_name":null,"funder_award_id":"U01 AG024904","funder_id":"https://openalex.org/F4320308668","funder_display_name":"University of Southern California"},{"id":"https://openalex.org/G8940068167","display_name":null,"funder_award_id":"U01 AG024904","funder_id":"https://openalex.org/F4320309697","funder_display_name":"Alzheimer's Disease Neuroimaging Initiative"},{"id":"https://openalex.org/G8957659042","display_name":null,"funder_award_id":"W81XWH-12-2-0012","funder_id":"https://openalex.org/F4320307758","funder_display_name":"Eli Lilly and Company"},{"id":"https://openalex.org/G986930500","display_name":null,"funder_award_id":"ANR-10-IAIHU-06","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"}],"funders":[{"id":"https://openalex.org/F4320306078","display_name":"U.S. Department of Defense","ror":"https://ror.org/0447fe631"},{"id":"https://openalex.org/F4320306219","display_name":"Alzheimer's Association","ror":"https://ror.org/0375f4d26"},{"id":"https://openalex.org/F4320307115","display_name":"Bristol-Myers Squibb","ror":"https://ror.org/00gtmwv55"},{"id":"https://openalex.org/F4320307132","display_name":"Alzheimer's Drug Discovery Foundation","ror":"https://ror.org/0185drb55"},{"id":"https://openalex.org/F4320307758","display_name":"Eli Lilly and Company","ror":"https://ror.org/01qat3289"},{"id":"https://openalex.org/F4320307765","display_name":"Pfizer","ror":"https://ror.org/01xdqrp08"},{"id":"https://openalex.org/F4320307779","display_name":"Roche","ror":"https://ror.org/00by1q217"},{"id":"https://openalex.org/F4320308604","display_name":"Biogen","ror":"https://ror.org/02jqkb192"},{"id":"https://openalex.org/F4320308668","display_name":"University of Southern California","ror":"https://ror.org/03taz7m60"},{"id":"https://openalex.org/F4320309470","display_name":"Meso Scale Diagnostics","ror":"https://ror.org/05jgy0m16"},{"id":"https://openalex.org/F4320309697","display_name":"Alzheimer's Disease Neuroimaging Initiative","ror":"https://ror.org/01j20wc74"},{"id":"https://openalex.org/F4320310045","display_name":"BioClinica","ror":"https://ror.org/03t95yr58"},{"id":"https://openalex.org/F4320310388","display_name":"Novartis Pharmaceuticals Corporation","ror":"https://ror.org/028fhxy95"},{"id":"https://openalex.org/F4320310465","display_name":"Takeda Pharmaceutical Company","ror":"https://ror.org/04hjbmv12"},{"id":"https://openalex.org/F4320311551","display_name":"Northern California Institute for Research and Education","ror":"https://ror.org/05p48p517"},{"id":"https://openalex.org/F4320320386","display_name":"Commonwealth Scientific and Industrial Research Organisation","ror":"https://ror.org/03qn8fb07"},{"id":"https://openalex.org/F4320320883","display_name":"Agence Nationale de la Recherche","ror":"https://ror.org/00rbzpz17"},{"id":"https://openalex.org/F4320322148","display_name":"Eisai","ror":"https://ror.org/04vvh7p27"},{"id":"https://openalex.org/F4320326256","display_name":"Grand \u00c9quipement National De Calcul Intensif","ror":"https://ror.org/0010d1q40"},{"id":"https://openalex.org/F4320327235","display_name":"Servier","ror":"https://ror.org/034e7c066"},{"id":"https://openalex.org/F4320327918","display_name":"H. Lundbeck A/S","ror":null},{"id":"https://openalex.org/F4320329118","display_name":"IXICO","ror":"https://ror.org/00paezp73"},{"id":"https://openalex.org/F4320332161","display_name":"National Institutes of Health","ror":"https://ror.org/01cwqze88"},{"id":"https://openalex.org/F4320332193","display_name":"Genentech","ror":"https://ror.org/04gndp242"},{"id":"https://openalex.org/F4320332457","display_name":"GE Healthcare","ror":"https://ror.org/03yt24h27"},{"id":"https://openalex.org/F4320334506","display_name":"Canadian Institutes of Health Research","ror":"https://ror.org/01gavpb45"},{"id":"https://openalex.org/F4320337337","display_name":"National Institute on Aging","ror":"https://ror.org/049v75w11"},{"id":"https://openalex.org/F4320337363","display_name":"National Institute of Biomedical Imaging and Bioengineering","ror":"https://ror.org/00372qc85"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":169,"referenced_works":["https://openalex.org/W1516111018","https://openalex.org/W1544770838","https://openalex.org/W1545319692","https://openalex.org/W1655728402","https://openalex.org/W1677182931","https://openalex.org/W1779483307","https://openalex.org/W1873332500","https://openalex.org/W1906598733","https://openalex.org/W1959608418","https://openalex.org/W1991181258","https://openalex.org/W2019836674","https://openalex.org/W2020745232","https://openalex.org/W2025009638","https://openalex.org/W2059448777","https://openalex.org/W2069739265","https://openalex.org/W2087240369","https://openalex.org/W2097998348","https://openalex.org/W2099471712","https://openalex.org/W2104933073","https://openalex.org/W2105824687","https://openalex.org/W2112796928","https://openalex.org/W2115799070","https://openalex.org/W2117340355","https://openalex.org/W2132791018","https://openalex.org/W2143772141","https://openalex.org/W2148143831","https://openalex.org/W2152977846","https://openalex.org/W2168508521","https://openalex.org/W2478027467","https://openalex.org/W2556467266","https://openalex.org/W2557579533","https://openalex.org/W2560512785","https://openalex.org/W2562163898","https://openalex.org/W2734358244","https://openalex.org/W2748553987","https://openalex.org/W2750384547","https://openalex.org/W2753738274","https://openalex.org/W2765253680","https://openalex.org/W2770173563","https://openalex.org/W2784067649","https://openalex.org/W2785390226","https://openalex.org/W2791012641","https://openalex.org/W2793678581","https://openalex.org/W2794022343","https://openalex.org/W2795144650","https://openalex.org/W2795552972","https://openalex.org/W2797962545","https://openalex.org/W2800788706","https://openalex.org/W2805234167","https://openalex.org/W2806555584","https://openalex.org/W2807869636","https://openalex.org/W2817444259","https://openalex.org/W2862527926","https://openalex.org/W2883432928","https://openalex.org/W2884065486","https://openalex.org/W2884547199","https://openalex.org/W2884805522","https://openalex.org/W2888026659","https://openalex.org/W2889871190","https://openalex.org/W2890139949","https://openalex.org/W2892804940","https://openalex.org/W2899771611","https://openalex.org/W2902453469","https://openalex.org/W2907140118","https://openalex.org/W2908883246","https://openalex.org/W2911250401","https://openalex.org/W2911964244","https://openalex.org/W2919115771","https://openalex.org/W2929508119","https://openalex.org/W2944347733","https://openalex.org/W2951103577","https://openalex.org/W2953046278","https://openalex.org/W2954040150","https://openalex.org/W2954996726","https://openalex.org/W2958946409","https://openalex.org/W2962738009","https://openalex.org/W2962760235","https://openalex.org/W2962816100","https://openalex.org/W2962851448","https://openalex.org/W2962897886","https://openalex.org/W2962911072","https://openalex.org/W2963046541","https://openalex.org/W2963082441","https://openalex.org/W2963090522","https://openalex.org/W2963135265","https://openalex.org/W2963185411","https://openalex.org/W2963275229","https://openalex.org/W2963289229","https://openalex.org/W2963364041","https://openalex.org/W2963373786","https://openalex.org/W2963446712","https://openalex.org/W2963828399","https://openalex.org/W2963873275","https://openalex.org/W2963981733","https://openalex.org/W2963999992","https://openalex.org/W2964011399","https://openalex.org/W2964121744","https://openalex.org/W2964231450","https://openalex.org/W2964268468","https://openalex.org/W2970326421","https://openalex.org/W2970554285","https://openalex.org/W2971074500","https://openalex.org/W2972668418","https://openalex.org/W2980150285","https://openalex.org/W2984306354","https://openalex.org/W2993219936","https://openalex.org/W2998993395","https://openalex.org/W2999284236","https://openalex.org/W3013851350","https://openalex.org/W3022315685","https://openalex.org/W3024801014","https://openalex.org/W3028188598","https://openalex.org/W3034224401","https://openalex.org/W3034671679","https://openalex.org/W3092033429","https://openalex.org/W3092549130","https://openalex.org/W3093528280","https://openalex.org/W3102021454","https://openalex.org/W3118608800","https://openalex.org/W3135147835","https://openalex.org/W3159543863","https://openalex.org/W3203104133","https://openalex.org/W3209501356","https://openalex.org/W4247999480","https://openalex.org/W4289761446","https://openalex.org/W4293469690","https://openalex.org/W6610566761","https://openalex.org/W6638116569","https://openalex.org/W6639175750","https://openalex.org/W6639732818","https://openalex.org/W6639829327","https://openalex.org/W6640963894","https://openalex.org/W6714103188","https://openalex.org/W6718379498","https://openalex.org/W6729906282","https://openalex.org/W6730333270","https://openalex.org/W6730998768","https://openalex.org/W6738543193","https://openalex.org/W6743688258","https://openalex.org/W6744627333","https://openalex.org/W6745560452","https://openalex.org/W6745792544","https://openalex.org/W6745907911","https://openalex.org/W6746090280","https://openalex.org/W6746638498","https://openalex.org/W6748107402","https://openalex.org/W6749820799","https://openalex.org/W6749904568","https://openalex.org/W6751763812","https://openalex.org/W6752713783","https://openalex.org/W6752991637","https://openalex.org/W6754688931","https://openalex.org/W6756031963","https://openalex.org/W6757666769","https://openalex.org/W6758224073","https://openalex.org/W6758800702","https://openalex.org/W6760514122","https://openalex.org/W6762304833","https://openalex.org/W6762655333","https://openalex.org/W6762931180","https://openalex.org/W6765779288","https://openalex.org/W6767377503","https://openalex.org/W6772665993","https://openalex.org/W6774295056","https://openalex.org/W6778079524","https://openalex.org/W6779560906","https://openalex.org/W6781323504","https://openalex.org/W6784347278","https://openalex.org/W6787972765"],"related_works":["https://openalex.org/W3013693939","https://openalex.org/W2159052453","https://openalex.org/W2566616303","https://openalex.org/W3131327266","https://openalex.org/W2734887215","https://openalex.org/W4297051394","https://openalex.org/W2752972570","https://openalex.org/W4386815338","https://openalex.org/W2145836866","https://openalex.org/W4321789545"],"abstract_inverted_index":{"In":[0,139],"this":[1],"paper,":[2],"we":[3],"propose":[4],"a":[5,13,26,38,50,65,87,109,120,147,166],"new":[6,39,66],"method":[7,83,144],"to":[8,94,163,189],"perform":[9],"data":[10,80,95],"augmentation":[11],"in":[12,16,75,152],"reliable":[14,150],"way":[15],"the":[17,34,42,76,115,135,142,153],"High":[18],"Dimensional":[19],"Low":[20],"Sample":[21],"Size":[22],"(HDLSS)":[23],"setting":[24],"using":[25,134],"geometry-based":[27],"variational":[28],"autoencoder":[29],"(VAE).":[30],"Our":[31],"approach":[32],"combines":[33,55],"proposal":[35],"of":[36,45,78,123,176],"1)":[37],"VAE":[40,137],"model,":[41],"latent":[43],"space":[44],"which":[46,54,69],"is":[47,84,102,105],"modeled":[48],"as":[49],"Riemannian":[51,57],"manifold":[52],"and":[53,60,63,98,132,149,180,186,196,203],"both":[56],"metric":[58],"learning":[59],"normalizing":[61],"flows":[62],"2)":[64],"generation":[67],"scheme":[68],"produces":[70],"more":[71],"meaningful":[72],"samples":[73,100],"especially":[74],"context":[77],"small":[79,121],"sets.":[81],"The":[82],"tested":[85],"through":[86],"wide":[88],"experimental":[89],"study":[90],"where":[91,119],"its":[92],"robustness":[93],"sets,":[96],"classifiers":[97],"training":[99],"size":[101],"stressed.":[103],"It":[104],"also":[106],"validated":[107],"on":[108,114],"medical":[110],"imaging":[111],"classification":[112,154],"task":[113],"challenging":[116],"ADNI":[117],"database":[118],"number":[122],"3D":[124],"brain":[125],"magnetic":[126],"resonance":[127],"images":[128],"(MRIs)":[129],"are":[130],"considered":[131],"augmented":[133],"proposed":[136,143],"framework.":[138],"each":[140],"case,":[141],"allows":[145],"for":[146,165],"significant":[148],"gain":[151],"metrics.":[155,205],"For":[156],"instance,":[157],"balanced":[158],"accuracy":[159],"jumps":[160],"from":[161,187],"66.3%":[162],"74.3%":[164],"state-of-the-art":[167],"convolutional":[168],"neural":[169],"network":[170],"classifier":[171],"trained":[172,192],"with":[173,193],"50":[174,181],"MRIs":[175],"cognitively":[177],"normal":[178],"(CN)":[179],"Alzheimer":[182],"disease":[183],"(AD)":[184],"patients":[185],"77.7%":[188],"86.3%":[190],"when":[191],"243":[194],"CN":[195],"210":[197],"AD":[198],"while":[199],"improving":[200],"greatly":[201],"sensitivity":[202],"specificity":[204]},"counts_by_year":[{"year":2026,"cited_by_count":15},{"year":2025,"cited_by_count":29},{"year":2024,"cited_by_count":20},{"year":2023,"cited_by_count":18},{"year":2022,"cited_by_count":7},{"year":2021,"cited_by_count":1}],"updated_date":"2026-05-13T08:25:38.343686","created_date":"2025-10-10T00:00:00"}