{"id":"https://openalex.org/W2000151163","doi":"https://doi.org/10.1117/12.2042720","title":"Evaluating the predictive power of multivariate tensor-based morphometry in Alzheimer's disease progression via convex fused sparse group Lasso","display_name":"Evaluating the predictive power of multivariate tensor-based morphometry in Alzheimer's disease progression via convex fused sparse group Lasso","publication_year":2014,"publication_date":"2014-03-21","ids":{"openalex":"https://openalex.org/W2000151163","doi":"https://doi.org/10.1117/12.2042720","mag":"2000151163","pmid":"https://pubmed.ncbi.nlm.nih.gov/25076826"},"language":"en","primary_location":{"id":"doi:10.1117/12.2042720","is_oa":false,"landing_page_url":"https://doi.org/10.1117/12.2042720","pdf_url":null,"source":{"id":"https://openalex.org/S183492911","display_name":"Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE","issn_l":"0277-786X","issn":["0277-786X","1996-756X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310315543","host_organization_name":"SPIE","host_organization_lineage":["https://openalex.org/P4310315543"],"host_organization_lineage_names":["SPIE"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"SPIE Proceedings","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5058441363","display_name":"Sinchai Tsao","orcid":"https://orcid.org/0000-0003-4009-178X"},"institutions":[{"id":"https://openalex.org/I201448701","display_name":"University of Washington","ror":"https://ror.org/00cvxb145","country_code":"US","type":"education","lineage":["https://openalex.org/I201448701"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sinchai Tsao","raw_affiliation_strings":["University of Washington, Seattle, Washington, USA","University of Washington"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Washington, Seattle, Washington, USA","institution_ids":["https://openalex.org/I201448701"]},{"raw_affiliation_string":"University of Washington","institution_ids":["https://openalex.org/I201448701"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043279702","display_name":"Niharika Gajawelli","orcid":"https://orcid.org/0000-0003-3138-3473"},"institutions":[{"id":"https://openalex.org/I1174212","display_name":"University of Southern California","ror":"https://ror.org/03taz7m60","country_code":"US","type":"education","lineage":["https://openalex.org/I1174212"]},{"id":"https://openalex.org/I1336910626","display_name":"Children's Hospital of Los Angeles","ror":"https://ror.org/00412ts95","country_code":"US","type":"funder","lineage":["https://openalex.org/I1336910626"]},{"id":"https://openalex.org/I2800817003","display_name":"California Southern University","ror":"https://ror.org/058zz0t50","country_code":"US","type":"education","lineage":["https://openalex.org/I2800817003"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Niharika Gajawelli","raw_affiliation_strings":["Children's Hospital Los Angeles, Los Angeles, California, USA","University of Southern California"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Children's Hospital Los Angeles, Los Angeles, California, USA","institution_ids":["https://openalex.org/I1336910626"]},{"raw_affiliation_string":"University of Southern California","institution_ids":["https://openalex.org/I2800817003","https://openalex.org/I1174212"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047215778","display_name":"Jiayu Zhou","orcid":"https://orcid.org/0000-0003-4336-6777"},"institutions":[{"id":"https://openalex.org/I55732556","display_name":"Arizona State University","ror":"https://ror.org/03efmqc40","country_code":"US","type":"education","lineage":["https://openalex.org/I55732556"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jiayu Zhou","raw_affiliation_strings":["Arizona State University, Phoenix, Arizona, USA","Arizona State University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Arizona State University, Phoenix, Arizona, USA","institution_ids":["https://openalex.org/I55732556"]},{"raw_affiliation_string":"Arizona State University","institution_ids":["https://openalex.org/I55732556"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053251331","display_name":"Jie Shi","orcid":"https://orcid.org/0000-0002-9095-0557"},"institutions":[{"id":"https://openalex.org/I55732556","display_name":"Arizona State University","ror":"https://ror.org/03efmqc40","country_code":"US","type":"education","lineage":["https://openalex.org/I55732556"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jie Shi","raw_affiliation_strings":["Arizona State University, Phoenix, Arizona, USA","Arizona State University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Arizona State University, Phoenix, Arizona, USA","institution_ids":["https://openalex.org/I55732556"]},{"raw_affiliation_string":"Arizona State University","institution_ids":["https://openalex.org/I55732556"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010419481","display_name":"Jieping Ye","orcid":"https://orcid.org/0000-0001-8662-5818"},"institutions":[{"id":"https://openalex.org/I55732556","display_name":"Arizona State University","ror":"https://ror.org/03efmqc40","country_code":"US","type":"education","lineage":["https://openalex.org/I55732556"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jieping Ye","raw_affiliation_strings":["Arizona State University, Phoenix, Arizona, USA","Arizona State University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Arizona State University, Phoenix, Arizona, USA","institution_ids":["https://openalex.org/I55732556"]},{"raw_affiliation_string":"Arizona State University","institution_ids":["https://openalex.org/I55732556"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100740828","display_name":"Yalin Wang","orcid":"https://orcid.org/0000-0002-6241-735X"},"institutions":[{"id":"https://openalex.org/I55732556","display_name":"Arizona State University","ror":"https://ror.org/03efmqc40","country_code":"US","type":"education","lineage":["https://openalex.org/I55732556"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yalin Wang","raw_affiliation_strings":["Arizona State University, Phoenix, Arizona, USA","Arizona State university, United States"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Arizona State University, Phoenix, Arizona, USA","institution_ids":["https://openalex.org/I55732556"]},{"raw_affiliation_string":"Arizona State university, United States","institution_ids":["https://openalex.org/I55732556"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5053267424","display_name":"Natasha Lepor\u00e9","orcid":"https://orcid.org/0000-0002-8379-674X"},"institutions":[{"id":"https://openalex.org/I1174212","display_name":"University of Southern California","ror":"https://ror.org/03taz7m60","country_code":"US","type":"education","lineage":["https://openalex.org/I1174212"]},{"id":"https://openalex.org/I1336910626","display_name":"Children's Hospital of Los Angeles","ror":"https://ror.org/00412ts95","country_code":"US","type":"funder","lineage":["https://openalex.org/I1336910626"]},{"id":"https://openalex.org/I2800817003","display_name":"California Southern University","ror":"https://ror.org/058zz0t50","country_code":"US","type":"education","lineage":["https://openalex.org/I2800817003"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Natasha Lepore","raw_affiliation_strings":["Children's Hospital Los Angeles, Los Angeles, California, USA","University of Southern California"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Children's Hospital Los Angeles, Los Angeles, California, USA","institution_ids":["https://openalex.org/I1336910626"]},{"raw_affiliation_string":"University of Southern California","institution_ids":["https://openalex.org/I2800817003","https://openalex.org/I1174212"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.5513,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.69762768,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":"9034","issue":null,"first_page":"90342L","last_page":"90342L"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11304","display_name":"Advanced Neuroimaging Techniques and Applications","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T11304","display_name":"Advanced Neuroimaging Techniques and Applications","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10086","display_name":"Alzheimer's disease research and treatments","score":0.9970999956130981,"subfield":{"id":"https://openalex.org/subfields/2737","display_name":"Physiology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10009","display_name":"Dementia and Cognitive Impairment Research","score":0.9951000213623047,"subfield":{"id":"https://openalex.org/subfields/2738","display_name":"Psychiatry and Mental health"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/multivariate-statistics","display_name":"Multivariate statistics","score":0.7216545343399048},{"id":"https://openalex.org/keywords/lasso","display_name":"Lasso (programming language)","score":0.6693983674049377},{"id":"https://openalex.org/keywords/neuroimaging","display_name":"Neuroimaging","score":0.6251844763755798},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5632550120353699},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5488702058792114},{"id":"https://openalex.org/keywords/alzheimers-disease","display_name":"Alzheimer's disease","score":0.4991779327392578},{"id":"https://openalex.org/keywords/alzheimers-disease-neuroimaging-initiative","display_name":"Alzheimer's Disease Neuroimaging Initiative","score":0.48739486932754517},{"id":"https://openalex.org/keywords/cognition","display_name":"Cognition","score":0.4864518344402313},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4421083629131317},{"id":"https://openalex.org/keywords/predictive-power","display_name":"Predictive power","score":0.4192206561565399},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3579985499382019},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.3495732843875885},{"id":"https://openalex.org/keywords/disease","display_name":"Disease","score":0.3236190676689148},{"id":"https://openalex.org/keywords/cognitive-impairment","display_name":"Cognitive impairment","score":0.29151850938796997},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.26276296377182007},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.23692569136619568},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.20601224899291992}],"concepts":[{"id":"https://openalex.org/C161584116","wikidata":"https://www.wikidata.org/wiki/Q1952580","display_name":"Multivariate statistics","level":2,"score":0.7216545343399048},{"id":"https://openalex.org/C37616216","wikidata":"https://www.wikidata.org/wiki/Q3218363","display_name":"Lasso (programming language)","level":2,"score":0.6693983674049377},{"id":"https://openalex.org/C58693492","wikidata":"https://www.wikidata.org/wiki/Q551875","display_name":"Neuroimaging","level":2,"score":0.6251844763755798},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5632550120353699},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5488702058792114},{"id":"https://openalex.org/C502032728","wikidata":"https://www.wikidata.org/wiki/Q11081","display_name":"Alzheimer's disease","level":3,"score":0.4991779327392578},{"id":"https://openalex.org/C2778373026","wikidata":"https://www.wikidata.org/wiki/Q4738819","display_name":"Alzheimer's Disease Neuroimaging Initiative","level":4,"score":0.48739486932754517},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.4864518344402313},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4421083629131317},{"id":"https://openalex.org/C2778136018","wikidata":"https://www.wikidata.org/wiki/Q10350689","display_name":"Predictive power","level":2,"score":0.4192206561565399},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3579985499382019},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.3495732843875885},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.3236190676689148},{"id":"https://openalex.org/C2984915365","wikidata":"https://www.wikidata.org/wiki/Q5141203","display_name":"Cognitive impairment","level":3,"score":0.29151850938796997},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.26276296377182007},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.23692569136619568},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.20601224899291992},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1117/12.2042720","is_oa":false,"landing_page_url":"https://doi.org/10.1117/12.2042720","pdf_url":null,"source":{"id":"https://openalex.org/S183492911","display_name":"Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE","issn_l":"0277-786X","issn":["0277-786X","1996-756X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310315543","host_organization_name":"SPIE","host_organization_lineage":["https://openalex.org/P4310315543"],"host_organization_lineage_names":["SPIE"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"SPIE Proceedings","raw_type":"proceedings-article"},{"id":"pmid:25076826","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/25076826","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":"Proceedings of SPIE--the International Society for Optical Engineering","raw_type":null},{"id":"pmh:oai:europepmc.org:3080542","is_oa":false,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/4112760","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":null,"raw_type":"Text"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"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":13,"referenced_works":["https://openalex.org/W1967998939","https://openalex.org/W1985030911","https://openalex.org/W1997859230","https://openalex.org/W2006859685","https://openalex.org/W2008789205","https://openalex.org/W2018880103","https://openalex.org/W2031967811","https://openalex.org/W2032108387","https://openalex.org/W2097590355","https://openalex.org/W2165840723","https://openalex.org/W2977883299","https://openalex.org/W4242305990","https://openalex.org/W6649890332"],"related_works":["https://openalex.org/W2980858150","https://openalex.org/W3112573618","https://openalex.org/W2016777699","https://openalex.org/W2013450123","https://openalex.org/W2016481459","https://openalex.org/W2031131415","https://openalex.org/W2401460348","https://openalex.org/W2155513557","https://openalex.org/W2979824529","https://openalex.org/W4384120131"],"abstract_inverted_index":{"Prediction":[0],"of":[1,42,50,68,99,142,175,182,185,198],"Alzheimers":[2,100],"disease":[3,14],"(AD)":[4],"progression":[5,15],"based":[6,106],"on":[7,107,126],"baseline":[8,109],"measures":[9],"allows":[10],"us":[11],"to":[12,45,79,161,192],"understand":[13],"and":[16,116,206],"has":[17,58],"implications":[18],"in":[19,95,139],"decisions":[20],"concerning":[21],"treatment":[22],"strategy.":[23],"To":[24,144],"this":[25,91,145],"end":[26],"we":[27,129,147,189],"combine":[28],"a":[29,61],"predictive":[30,140,196],"multi-task":[31,62,177],"machine":[32],"learning":[33,63],"method1":[34],"with":[35,179],"novel":[36],"MR-based":[37],"multivariate":[38,154],"morphometric":[39],"surface":[40,158],"map":[41],"the":[43,165,173,176,180,186],"hippocampus<sup>2</sup>":[44],"predict":[46],"future":[47,70],"cognitive":[48,97,200],"scores":[49,201],"patients.":[51],"Previous":[52],"work":[53],"by":[54,171],"Zhou":[55],"et":[56,150],"al.<sup>1</sup>":[57],"shown":[59],"that":[60,65,90,131,170],"framework":[64,178],"performs":[66],"prediction":[67],"all":[69],"time":[71],"points":[72],"(or":[73],"tasks)":[74],"simultaneously":[75],"can":[76,92],"be":[77,93,136],"used":[78,94],"encode":[80],"both":[81],"sparsity":[82],"as":[83,85],"well":[84],"temporal":[86],"smoothness.":[87],"They":[88],"showed":[89],"predicting":[96],"outcomes":[98],"Disease":[101],"Neuroimaging":[102],"Initiative":[103],"(ADNI)":[104],"subjects":[105],"FreeSurfer-based":[108],"MRI":[110],"features,":[111],"MMSE":[112],"score":[113],"demographic":[114],"information":[115,121,125,134],"ApoE":[117],"status.":[118],"Whilst":[119],"volumetric":[120],"may":[122,135],"hold":[123],"generalized":[124],"brain":[127],"status,":[128],"hypothesized":[130],"hippocampus":[132,187],"specific":[133],"more":[137],"useful":[138],"modeling":[141],"AD.":[143],"end,":[146],"applied":[148],"Shi":[149],"al.<sup>2</sup>s":[151],"recently":[152],"developed":[153],"tensor-based":[155],"(mTBM)":[156],"parametric":[157],"analysis":[159],"method":[160],"extract":[162],"features":[163,184],"from":[164,209],"hippocampal":[166],"surface.":[167],"We":[168],"show":[169],"combining":[172],"power":[174],"sensitivity":[181],"mTBM":[183],"surface,":[188],"are":[190],"able":[191],"improve":[193,195],"significantly":[194],"performance":[197],"ADAS":[199],"6,":[202],"12,":[203],"24,":[204],"36":[205],"48":[207],"months":[208],"baseline.":[210]},"counts_by_year":[{"year":2017,"cited_by_count":1},{"year":2015,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}