{"id":"https://openalex.org/W2767933407","doi":"https://doi.org/10.1109/tbme.2017.2771483","title":"Adaptive sparse multiple canonical correlation analysis with application to imaging (epi)genomics study of schizophrenia","display_name":"Adaptive sparse multiple canonical correlation analysis with application to imaging (epi)genomics study of schizophrenia","publication_year":2017,"publication_date":"2017-01-01","ids":{"openalex":"https://openalex.org/W2767933407","doi":"https://doi.org/10.1109/tbme.2017.2771483","mag":"2767933407","pmid":"https://pubmed.ncbi.nlm.nih.gov/29364120"},"language":"en","primary_location":{"id":"doi:10.1109/tbme.2017.2771483","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tbme.2017.2771483","pdf_url":null,"source":{"id":"https://openalex.org/S5240358","display_name":"IEEE Transactions on Biomedical Engineering","issn_l":"0018-9294","issn":["0018-9294","1558-2531"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Biomedical Engineering","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/5826588","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101852242","display_name":"Wenxing Hu","orcid":"https://orcid.org/0000-0003-2477-6383"},"institutions":[{"id":"https://openalex.org/I114832834","display_name":"Tulane University","ror":"https://ror.org/04vmvtb21","country_code":"US","type":"education","lineage":["https://openalex.org/I114832834"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Wenxing Hu","raw_affiliation_strings":["Biomedical Engineering Department, Tulane University","Tulane University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Biomedical Engineering Department, Tulane University","institution_ids":["https://openalex.org/I114832834"]},{"raw_affiliation_string":"Tulane University","institution_ids":["https://openalex.org/I114832834"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101635490","display_name":"Dongdong Lin","orcid":"https://orcid.org/0000-0001-5645-4798"},"institutions":[{"id":"https://openalex.org/I1334567473","display_name":"Mind Research Network","ror":"https://ror.org/032cjfs80","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I1334567473"]},{"id":"https://openalex.org/I169521973","display_name":"University of New Mexico","ror":"https://ror.org/05fs6jp91","country_code":"US","type":"education","lineage":["https://openalex.org/I169521973"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Dongdong Lin","raw_affiliation_strings":["The Mind Research Network and the Department of Electrical and Computer Engineering, University of New Mexico"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The Mind Research Network and the Department of Electrical and Computer Engineering, University of New Mexico","institution_ids":["https://openalex.org/I1334567473","https://openalex.org/I169521973"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050558613","display_name":"Shaolong Cao","orcid":"https://orcid.org/0000-0002-4443-9424"},"institutions":[{"id":"https://openalex.org/I1343551460","display_name":"The University of Texas MD Anderson Cancer Center","ror":"https://ror.org/04twxam07","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1343551460"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Shaolong Cao","raw_affiliation_strings":["Department of Bioinformatics and Computational Biology, University of Texas MD Anderson Cancer Center","Department of Bioinformatics and Computational Biology; University of Texas MD Anderson Cancer Center"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Bioinformatics and Computational Biology, University of Texas MD Anderson Cancer Center","institution_ids":["https://openalex.org/I1343551460"]},{"raw_affiliation_string":"Department of Bioinformatics and Computational Biology; University of Texas MD Anderson Cancer Center","institution_ids":["https://openalex.org/I1343551460"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100424748","display_name":"Jingyu Liu","orcid":"https://orcid.org/0000-0002-1724-7523"},"institutions":[{"id":"https://openalex.org/I1334567473","display_name":"Mind Research Network","ror":"https://ror.org/032cjfs80","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I1334567473"]},{"id":"https://openalex.org/I169521973","display_name":"University of New Mexico","ror":"https://ror.org/05fs6jp91","country_code":"US","type":"education","lineage":["https://openalex.org/I169521973"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jing Yu Liu","raw_affiliation_strings":["The Mind Research Network and the Department of Electrical and Computer Engineering, University of New Mexico"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The Mind Research Network and the Department of Electrical and Computer Engineering, University of New Mexico","institution_ids":["https://openalex.org/I1334567473","https://openalex.org/I169521973"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100380040","display_name":"Jiayu Chen","orcid":"https://orcid.org/0000-0001-5059-372X"},"institutions":[{"id":"https://openalex.org/I1334567473","display_name":"Mind Research Network","ror":"https://ror.org/032cjfs80","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I1334567473"]},{"id":"https://openalex.org/I169521973","display_name":"University of New Mexico","ror":"https://ror.org/05fs6jp91","country_code":"US","type":"education","lineage":["https://openalex.org/I169521973"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jiayu Chen","raw_affiliation_strings":["The Mind Research Network and the Department of Electrical and Computer Engineering, University of New Mexico"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The Mind Research Network and the Department of Electrical and Computer Engineering, University of New Mexico","institution_ids":["https://openalex.org/I1334567473","https://openalex.org/I169521973"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032850756","display_name":"Vince D. Calhoun","orcid":"https://orcid.org/0000-0001-9058-0747"},"institutions":[{"id":"https://openalex.org/I1334567473","display_name":"Mind Research Network","ror":"https://ror.org/032cjfs80","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I1334567473"]},{"id":"https://openalex.org/I169521973","display_name":"University of New Mexico","ror":"https://ror.org/05fs6jp91","country_code":"US","type":"education","lineage":["https://openalex.org/I169521973"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Vince Calhoun","raw_affiliation_strings":["The Mind Research Network and the Department of Electrical and Computer Engineering, University of New Mexico","[The Mind Research Network and the Department of Electrical and Computer Engineering, University of New Mexico]"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The Mind Research Network and the Department of Electrical and Computer Engineering, University of New Mexico","institution_ids":["https://openalex.org/I1334567473","https://openalex.org/I169521973"]},{"raw_affiliation_string":"[The Mind Research Network and the Department of Electrical and Computer Engineering, University of New Mexico]","institution_ids":["https://openalex.org/I1334567473","https://openalex.org/I169521973"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100339106","display_name":"Yu\u2010Ping Wang","orcid":"https://orcid.org/0000-0001-9340-5864"},"institutions":[{"id":"https://openalex.org/I114832834","display_name":"Tulane University","ror":"https://ror.org/04vmvtb21","country_code":"US","type":"education","lineage":["https://openalex.org/I114832834"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yuping Wang","raw_affiliation_strings":["Biomedical Engineering Department, Tulane University, New Orleans, LA, USA","Tulane University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Biomedical Engineering Department, Tulane University, New Orleans, LA, USA","institution_ids":["https://openalex.org/I114832834"]},{"raw_affiliation_string":"Tulane University","institution_ids":["https://openalex.org/I114832834"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.5799,"has_fulltext":false,"cited_by_count":66,"citation_normalized_percentile":{"value":0.90526008,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"65","issue":"2","first_page":"1","last_page":"1"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10885","display_name":"Gene expression and cancer classification","score":0.9969000220298767,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T10885","display_name":"Gene expression and cancer classification","score":0.9969000220298767,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10261","display_name":"Genetic Associations and Epidemiology","score":0.9968000054359436,"subfield":{"id":"https://openalex.org/subfields/1311","display_name":"Genetics"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10887","display_name":"Bioinformatics and Genomic Networks","score":0.9936000108718872,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/pairwise-comparison","display_name":"Pairwise comparison","score":0.8287810683250427},{"id":"https://openalex.org/keywords/canonical-correlation","display_name":"Canonical correlation","score":0.7211881875991821},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5596184134483337},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5306099057197571},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.49813389778137207},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.49461814761161804},{"id":"https://openalex.org/keywords/correlation","display_name":"Correlation","score":0.4929816722869873},{"id":"https://openalex.org/keywords/multivariate-statistics","display_name":"Multivariate statistics","score":0.43360528349876404},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.42680612206459045},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.36746644973754883},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.32598933577537537},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.30048471689224243}],"concepts":[{"id":"https://openalex.org/C184898388","wikidata":"https://www.wikidata.org/wiki/Q1435712","display_name":"Pairwise comparison","level":2,"score":0.8287810683250427},{"id":"https://openalex.org/C153874254","wikidata":"https://www.wikidata.org/wiki/Q115542","display_name":"Canonical correlation","level":2,"score":0.7211881875991821},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5596184134483337},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5306099057197571},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.49813389778137207},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.49461814761161804},{"id":"https://openalex.org/C117220453","wikidata":"https://www.wikidata.org/wiki/Q5172842","display_name":"Correlation","level":2,"score":0.4929816722869873},{"id":"https://openalex.org/C161584116","wikidata":"https://www.wikidata.org/wiki/Q1952580","display_name":"Multivariate statistics","level":2,"score":0.43360528349876404},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.42680612206459045},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.36746644973754883},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.32598933577537537},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.30048471689224243},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003198","descriptor_name":"Computer Simulation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003198","descriptor_name":"Computer Simulation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003198","descriptor_name":"Computer Simulation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003198","descriptor_name":"Computer Simulation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003198","descriptor_name":"Computer Simulation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012372","descriptor_name":"ROC Curve","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012372","descriptor_name":"ROC Curve","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012372","descriptor_name":"ROC Curve","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012372","descriptor_name":"ROC Curve","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012372","descriptor_name":"ROC Curve","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012559","descriptor_name":"Schizophrenia","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D012559","descriptor_name":"Schizophrenia","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D012559","descriptor_name":"Schizophrenia","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D012559","descriptor_name":"Schizophrenia","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D012559","descriptor_name":"Schizophrenia","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D012559","descriptor_name":"Schizophrenia","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":false},{"descriptor_ui":"D012559","descriptor_name":"Schizophrenia","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":false},{"descriptor_ui":"D012559","descriptor_name":"Schizophrenia","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":false},{"descriptor_ui":"D012559","descriptor_name":"Schizophrenia","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":false},{"descriptor_ui":"D012559","descriptor_name":"Schizophrenia","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":false},{"descriptor_ui":"D015233","descriptor_name":"Models, Statistical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015233","descriptor_name":"Models, Statistical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015233","descriptor_name":"Models, Statistical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015233","descriptor_name":"Models, Statistical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015233","descriptor_name":"Models, Statistical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019175","descriptor_name":"DNA Methylation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019175","descriptor_name":"DNA Methylation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019175","descriptor_name":"DNA Methylation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019175","descriptor_name":"DNA Methylation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019175","descriptor_name":"DNA Methylation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D057890","descriptor_name":"Epigenomics","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D057890","descriptor_name":"Epigenomics","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D057890","descriptor_name":"Epigenomics","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D057890","descriptor_name":"Epigenomics","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D057890","descriptor_name":"Epigenomics","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D059906","descriptor_name":"Neuroimaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D059906","descriptor_name":"Neuroimaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D059906","descriptor_name":"Neuroimaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D059906","descriptor_name":"Neuroimaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D059906","descriptor_name":"Neuroimaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false}],"locations_count":4,"locations":[{"id":"doi:10.1109/tbme.2017.2771483","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tbme.2017.2771483","pdf_url":null,"source":{"id":"https://openalex.org/S5240358","display_name":"IEEE Transactions on Biomedical Engineering","issn_l":"0018-9294","issn":["0018-9294","1558-2531"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Biomedical Engineering","raw_type":"journal-article"},{"id":"pmid:29364120","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/29364120","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE transactions on bio-medical engineering","raw_type":null},{"id":"pmh:oai:europepmc.org:5334655","is_oa":false,"landing_page_url":"http://europepmc.org/pmc/articles/PMC5826588","pdf_url":null,"source":{"id":"https://openalex.org/S4306400806","display_name":"Europe PMC (PubMed Central)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1303153112","host_organization_name":"European Bioinformatics Institute","host_organization_lineage":["https://openalex.org/I1303153112"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Text"},{"id":"pmh:oai:pubmedcentral.nih.gov:5826588","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/5826588","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":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Trans Biomed Eng","raw_type":"Text"}],"best_oa_location":{"id":"pmh:oai:pubmedcentral.nih.gov:5826588","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/5826588","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":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Trans Biomed Eng","raw_type":"Text"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1262297082","display_name":null,"funder_award_id":"R01GM109068","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G3658323120","display_name":null,"funder_award_id":"P20GM103472","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G4888031145","display_name":null,"funder_award_id":"R01MH104680","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G6653621909","display_name":null,"funder_award_id":"R01MH107354","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"}],"funders":[{"id":"https://openalex.org/F4320332161","display_name":"National Institutes of Health","ror":"https://ror.org/01cwqze88"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":47,"referenced_works":["https://openalex.org/W1225109155","https://openalex.org/W1496465122","https://openalex.org/W1607345544","https://openalex.org/W1843725971","https://openalex.org/W1966626540","https://openalex.org/W1967551800","https://openalex.org/W1967827763","https://openalex.org/W1975900269","https://openalex.org/W1976951873","https://openalex.org/W1977125063","https://openalex.org/W1994689164","https://openalex.org/W2001361721","https://openalex.org/W2008929650","https://openalex.org/W2021641691","https://openalex.org/W2025341678","https://openalex.org/W2036010272","https://openalex.org/W2039243531","https://openalex.org/W2050551672","https://openalex.org/W2056201402","https://openalex.org/W2058046532","https://openalex.org/W2065760681","https://openalex.org/W2071090720","https://openalex.org/W2078841894","https://openalex.org/W2095284843","https://openalex.org/W2098290597","https://openalex.org/W2100173716","https://openalex.org/W2103666129","https://openalex.org/W2108018538","https://openalex.org/W2110658936","https://openalex.org/W2110687186","https://openalex.org/W2120572720","https://openalex.org/W2123491442","https://openalex.org/W2135046866","https://openalex.org/W2144640466","https://openalex.org/W2150420891","https://openalex.org/W2152149585","https://openalex.org/W2246388479","https://openalex.org/W2302574298","https://openalex.org/W2338440917","https://openalex.org/W2500004684","https://openalex.org/W2538491254","https://openalex.org/W2560390290","https://openalex.org/W2562162676","https://openalex.org/W2751861016","https://openalex.org/W3037744339","https://openalex.org/W4396738453","https://openalex.org/W6675396488"],"related_works":["https://openalex.org/W2367413540","https://openalex.org/W1968846550","https://openalex.org/W2070623039","https://openalex.org/W1991315556","https://openalex.org/W4387164999","https://openalex.org/W2006749424","https://openalex.org/W3131670725","https://openalex.org/W2334424990","https://openalex.org/W2354853260","https://openalex.org/W2389459357"],"abstract_inverted_index":{"Finding":[0],"correlations":[1,221],"across":[2],"multiple":[3,15,229],"data":[4,32,52,233],"sets":[5],"in":[6,72,128,228],"imaging":[7,158,197,232],"and":[8,65,119,136,170,222,231],"(epi)genomics":[9],"is":[10,20,40,74],"a":[11,21,97],"common":[12],"challenge.":[13],"Sparse":[14],"canonical":[16],"correlation":[17],"analysis":[18,121],"(SMCCA)":[19],"multivariate":[22],"model":[23,39],"widely":[24],"used":[25],"to":[26,105,157],"extract":[27],"contributing":[28],"features":[29],"from":[30],"each":[31],"while":[33],"maximizing":[34],"the":[35,44,55,66,85,107,123],"cross-modality":[36],"correlation.":[37],"The":[38,76],"achieved":[41],"by":[42,109,193,203],"using":[43],"combination":[45,68,80],"of":[46,57,69,78,81,87,100,125,130,161],"pairwise":[47,59,70,82,115],"covariances":[48,60,71],"between":[49],"any":[50],"two":[51],"sets.":[53],"However,":[54],"scales":[56],"different":[58,64],"could":[61],"be":[62,201],"quite":[63],"direct":[67],"SMCCA":[73,88,127,135,137,147,212],"unfair.":[75],"problem":[77,108],"\"unfair":[79],"covariances\"":[83],"restricts":[84],"power":[86],"for":[89,216],"feature":[90,131],"selection.":[91],"In":[92,180],"this":[93],"paper,":[94],"we":[95,164],"propose":[96],"novel":[98],"formulation":[99],"SMCCA,":[101,104],"called":[102],"adaptive":[103,111,126,146,211],"overcome":[106],"introducing":[110],"weights":[112],"when":[113],"combining":[114],"covariances.":[116],"Both":[117],"simulation":[118],"real-data":[120],"show":[122,144],"outperformance":[124],"terms":[129],"selection":[132],"over":[133],"conventional":[134,152,204],"with":[138,176],"fixed":[139],"weights.":[140],"Large-scale":[141],"numerical":[142],"experiments":[143],"that":[145,210],"converges":[148],"as":[149,151],"fast":[150],"SMCCA.":[153,205],"When":[154],"applying":[155],"it":[156],"(epi)genetics":[159],"study":[160],"schizophrenia":[162],"subjects,":[163],"can":[165,224],"detect":[166],"significant":[167,183],"(epi)genetic":[168],"variants":[169],"brain":[171],"regions,":[172],"which":[173],"are":[174,191,213],"consistent":[175],"other":[177],"existing":[178],"reports.":[179],"addition,":[181],"several":[182],"brain-development":[184],"related":[185],"pathways,":[186],"e.g.,":[187],"neural":[188],"tube":[189],"development,":[190],"detected":[192],"our":[194],"model,":[195],"demonstrating":[196],"epigenetic":[198],"association":[199],"may":[200],"overlooked":[202],"All":[206],"these":[207],"results":[208],"demonstrate":[209],"well":[214],"suited":[215],"detecting":[217],"three-way":[218],"or":[219],"multiway":[220],"thus":[223],"find":[225],"widespread":[226],"applications":[227],"omics":[230],"integration.":[234]},"counts_by_year":[{"year":2025,"cited_by_count":9},{"year":2024,"cited_by_count":11},{"year":2023,"cited_by_count":9},{"year":2022,"cited_by_count":8},{"year":2021,"cited_by_count":6},{"year":2020,"cited_by_count":10},{"year":2019,"cited_by_count":10},{"year":2018,"cited_by_count":3}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
