{"id":"https://openalex.org/W1599935271","doi":"https://doi.org/10.1109/isbi.2015.7163833","title":"Boosting classification accuracy of diffusion MRI derived brain networks for the subtypes of mild cognitive impairment using higher order singular value decomposition","display_name":"Boosting classification accuracy of diffusion MRI derived brain networks for the subtypes of mild cognitive impairment using higher order singular value decomposition","publication_year":2015,"publication_date":"2015-04-01","ids":{"openalex":"https://openalex.org/W1599935271","doi":"https://doi.org/10.1109/isbi.2015.7163833","mag":"1599935271","pmid":"https://pubmed.ncbi.nlm.nih.gov/26413202"},"language":"en","primary_location":{"id":"doi:10.1109/isbi.2015.7163833","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi.2015.7163833","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2015 IEEE 12th International Symposium on Biomedical Imaging (ISBI)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/4578228","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"L. Zhan","orcid":null},"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/I161318765","display_name":"University of California, Los Angeles","ror":"https://ror.org/046rm7j60","country_code":"US","type":"education","lineage":["https://openalex.org/I161318765"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"L. Zhan","raw_affiliation_strings":["Dept. of Neurology, University of California, Los Angeles, CA 90095, USA ; Imaging Genetics Center, Keck School of Medicine, University of Southern California, Marina Del Rey, CA 90292, USA","Imaging Genetics Center, Keck School of Medicine University of Southern California, CA, USA","Dept. of Neurology University of California Los Angeles, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dept. of Neurology, University of California, Los Angeles, CA 90095, USA ; Imaging Genetics Center, Keck School of Medicine, University of Southern California, Marina Del Rey, CA 90292, USA","institution_ids":["https://openalex.org/I1174212"]},{"raw_affiliation_string":"Imaging Genetics Center, Keck School of Medicine University of Southern California, CA, USA","institution_ids":["https://openalex.org/I1174212"]},{"raw_affiliation_string":"Dept. of Neurology University of California Los Angeles, CA, USA","institution_ids":["https://openalex.org/I161318765"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060697699","display_name":"Yingtao Liu","orcid":"https://orcid.org/0000-0002-6232-9704"},"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":"Y. Liu","raw_affiliation_strings":["Dept. of Computer Science and Engineering, Arizona State University, Tempe, AZ 85287, USA","Dept. of Computer Science and Engineering Arizona State University Tempe, AZ 85287, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dept. of Computer Science and Engineering, Arizona State University, Tempe, AZ 85287, USA","institution_ids":["https://openalex.org/I55732556"]},{"raw_affiliation_string":"Dept. of Computer Science and Engineering Arizona State University Tempe, AZ 85287, USA","institution_ids":["https://openalex.org/I55732556"]}]},{"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":"J. Zhou","raw_affiliation_strings":["Dept. of Computer Science and Engineering, Arizona State University, Tempe, AZ 85287, USA","Dept. of Computer Science and Engineering Arizona State University Tempe, AZ 85287, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dept. of Computer Science and Engineering, Arizona State University, Tempe, AZ 85287, USA","institution_ids":["https://openalex.org/I55732556"]},{"raw_affiliation_string":"Dept. of Computer Science and Engineering Arizona State University Tempe, AZ 85287, USA","institution_ids":["https://openalex.org/I55732556"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101611732","display_name":"Juntao Ye","orcid":"https://orcid.org/0000-0003-2201-4449"},"institutions":[{"id":"https://openalex.org/I27837315","display_name":"University of Michigan","ror":"https://ror.org/00jmfr291","country_code":"US","type":"education","lineage":["https://openalex.org/I27837315"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"J. Ye","raw_affiliation_strings":["Dept. of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, MI 48105, USA ; Dept. of Electrical Engineering and Computer Science, University of Michigan, Ann Arbor, MI 48105, USA","Dept. of Computational Medicine and Bioinformatics","Dept. of Electrical Engineering and Computer Science University of Michigan Ann Arbor, MI, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dept. of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, MI 48105, USA ; Dept. of Electrical Engineering and Computer Science, University of Michigan, Ann Arbor, MI 48105, USA","institution_ids":["https://openalex.org/I27837315"]},{"raw_affiliation_string":"Dept. of Computational Medicine and Bioinformatics","institution_ids":[]},{"raw_affiliation_string":"Dept. of Electrical Engineering and Computer Science University of Michigan Ann Arbor, MI, USA","institution_ids":["https://openalex.org/I27837315"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100606557","display_name":"Paul M. Thompson","orcid":"https://orcid.org/0000-0002-4720-8867"},"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"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"P.M. Thompson","raw_affiliation_strings":["Imaging Genetics Center, Keck School of Medicine, University of Southern California, Marina Del Rey, CA 90292, USA","Imaging Genetics Center, Keck School of Medicine University of Southern California, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Imaging Genetics Center, Keck School of Medicine, University of Southern California, Marina Del Rey, CA 90292, USA","institution_ids":["https://openalex.org/I1174212"]},{"raw_affiliation_string":"Imaging Genetics Center, Keck School of Medicine University of Southern California, CA, USA","institution_ids":["https://openalex.org/I1174212"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":"44","issue":null,"first_page":"131","last_page":"135"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11304","display_name":"Advanced Neuroimaging Techniques and Applications","score":1.0,"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":1.0,"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/T10241","display_name":"Functional Brain Connectivity Studies","score":0.9976000189781189,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10378","display_name":"Advanced MRI Techniques and Applications","score":0.9969000220298767,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/singular-value-decomposition","display_name":"Singular value decomposition","score":0.7917149066925049},{"id":"https://openalex.org/keywords/boosting","display_name":"Boosting (machine learning)","score":0.6200436949729919},{"id":"https://openalex.org/keywords/diffusion-mri","display_name":"Diffusion MRI","score":0.5194308757781982},{"id":"https://openalex.org/keywords/value","display_name":"Value (mathematics)","score":0.4920963644981384},{"id":"https://openalex.org/keywords/diffusion","display_name":"Diffusion","score":0.47802695631980896},{"id":"https://openalex.org/keywords/cognitive-impairment","display_name":"Cognitive impairment","score":0.4733474552631378},{"id":"https://openalex.org/keywords/cognition","display_name":"Cognition","score":0.4610625207424164},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4526103436946869},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4505005478858948},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.39389491081237793},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.3651891350746155},{"id":"https://openalex.org/keywords/magnetic-resonance-imaging","display_name":"Magnetic resonance imaging","score":0.32563531398773193},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.28843265771865845},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.27475976943969727},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.22891968488693237},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.19962015748023987},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.19316893815994263},{"id":"https://openalex.org/keywords/radiology","display_name":"Radiology","score":0.15092116594314575}],"concepts":[{"id":"https://openalex.org/C22789450","wikidata":"https://www.wikidata.org/wiki/Q420904","display_name":"Singular value decomposition","level":2,"score":0.7917149066925049},{"id":"https://openalex.org/C46686674","wikidata":"https://www.wikidata.org/wiki/Q466303","display_name":"Boosting (machine learning)","level":2,"score":0.6200436949729919},{"id":"https://openalex.org/C149550507","wikidata":"https://www.wikidata.org/wiki/Q899360","display_name":"Diffusion MRI","level":3,"score":0.5194308757781982},{"id":"https://openalex.org/C2776291640","wikidata":"https://www.wikidata.org/wiki/Q2912517","display_name":"Value (mathematics)","level":2,"score":0.4920963644981384},{"id":"https://openalex.org/C69357855","wikidata":"https://www.wikidata.org/wiki/Q163214","display_name":"Diffusion","level":2,"score":0.47802695631980896},{"id":"https://openalex.org/C2984915365","wikidata":"https://www.wikidata.org/wiki/Q5141203","display_name":"Cognitive impairment","level":3,"score":0.4733474552631378},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.4610625207424164},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4526103436946869},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4505005478858948},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.39389491081237793},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.3651891350746155},{"id":"https://openalex.org/C143409427","wikidata":"https://www.wikidata.org/wiki/Q161238","display_name":"Magnetic resonance imaging","level":2,"score":0.32563531398773193},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.28843265771865845},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.27475976943969727},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.22891968488693237},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.19962015748023987},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.19316893815994263},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.15092116594314575},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/isbi.2015.7163833","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi.2015.7163833","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2015 IEEE 12th International Symposium on Biomedical Imaging (ISBI)","raw_type":"proceedings-article"},{"id":"pmid:26413202","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/26413202","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. IEEE International Symposium on Biomedical Imaging","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:4578228","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/4578228","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":"Proc IEEE Int Symp Biomed Imaging","raw_type":"Text"}],"best_oa_location":{"id":"pmh:oai:pubmedcentral.nih.gov:4578228","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/4578228","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":"Proc IEEE Int Symp Biomed Imaging","raw_type":"Text"},"sustainable_development_goals":[{"display_name":"Partnerships for the goals","score":0.4699999988079071,"id":"https://metadata.un.org/sdg/17"}],"awards":[{"id":"https://openalex.org/G1951096767","display_name":null,"funder_award_id":"R01 AG040060","funder_id":"https://openalex.org/F4320337337","funder_display_name":"National Institute on Aging"},{"id":"https://openalex.org/G6405813853","display_name":null,"funder_award_id":"R01 NS080655","funder_id":"https://openalex.org/F4320337359","funder_display_name":"National Institute of Neurological Disorders and Stroke"},{"id":"https://openalex.org/G7326523540","display_name":null,"funder_award_id":"U54 EB020403","funder_id":"https://openalex.org/F4320337363","funder_display_name":"National Institute of Biomedical Imaging and Bioengineering"},{"id":"https://openalex.org/G7360098580","display_name":null,"funder_award_id":"RF1 AG041915","funder_id":"https://openalex.org/F4320337337","funder_display_name":"National Institute on Aging"},{"id":"https://openalex.org/G7862106776","display_name":null,"funder_award_id":"P41 EB015922","funder_id":"https://openalex.org/F4320337363","funder_display_name":"National Institute of Biomedical Imaging and Bioengineering"}],"funders":[{"id":"https://openalex.org/F4320332161","display_name":"National Institutes of Health","ror":"https://ror.org/01cwqze88"},{"id":"https://openalex.org/F4320337337","display_name":"National Institute on Aging","ror":"https://ror.org/049v75w11"},{"id":"https://openalex.org/F4320337351","display_name":"National Cancer Institute","ror":"https://ror.org/040gcmg81"},{"id":"https://openalex.org/F4320337359","display_name":"National Institute of Neurological Disorders and Stroke","ror":"https://ror.org/01s5ya894"},{"id":"https://openalex.org/F4320337363","display_name":"National Institute of Biomedical Imaging and Bioengineering","ror":"https://ror.org/00372qc85"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":25,"referenced_works":["https://openalex.org/W3219084","https://openalex.org/W129219452","https://openalex.org/W1550018017","https://openalex.org/W1568946913","https://openalex.org/W1970170327","https://openalex.org/W1971370461","https://openalex.org/W1996584879","https://openalex.org/W2000133863","https://openalex.org/W2007777012","https://openalex.org/W2010176747","https://openalex.org/W2011656192","https://openalex.org/W2013912476","https://openalex.org/W2013918460","https://openalex.org/W2043195060","https://openalex.org/W2075436127","https://openalex.org/W2085297965","https://openalex.org/W2101135654","https://openalex.org/W2112436745","https://openalex.org/W2119862467","https://openalex.org/W2123326080","https://openalex.org/W2142900310","https://openalex.org/W2145132952","https://openalex.org/W2159122349","https://openalex.org/W2170596158","https://openalex.org/W2173159211"],"related_works":["https://openalex.org/W2125652721","https://openalex.org/W1540371141","https://openalex.org/W4231274751","https://openalex.org/W1549363203","https://openalex.org/W2154063878","https://openalex.org/W2556012038","https://openalex.org/W1489772951","https://openalex.org/W1538046993","https://openalex.org/W4239293476","https://openalex.org/W1566995892"],"abstract_inverted_index":{"Mild":[0],"cognitive":[1],"impairment":[2],"(MCI)":[3],"is":[4,40],"an":[5],"intermediate":[6],"stage":[7],"between":[8],"normal":[9],"aging":[10],"and":[11,15,35,38,66,72,82],"Alzheimer's":[12,94],"disease":[13],"(AD),":[14],"around":[16],"10-15%":[17],"of":[18,53],"people":[19],"with":[20],"MCI":[21,28],"develop":[22],"AD":[23],"each":[24],"year.":[25],"More":[26],"recently,":[27],"has":[29],"been":[30],"further":[31],"subdivided":[32],"into":[33],"early":[34,112],"late":[36,114],"stages,":[37],"there":[39],"interest":[41],"in":[42,103,110],"identifying":[43],"sensitive":[44],"brain":[45,60,105],"imaging":[46],"biomarkers":[47],"that":[48,108],"help":[49,109],"to":[50],"differentiate":[51],"stages":[52],"MCI.":[54,115],"Here,":[55],"we":[56],"focused":[57],"on":[58,76,88],"anatomical":[59],"networks":[61],"computed":[62],"from":[63,92],"diffusion":[64],"MRI":[65],"proposed":[67,99],"a":[68],"new":[69],"feature":[70],"extraction":[71],"classification":[73],"framework":[74,100],"based":[75],"higher":[77],"order":[78],"singular":[79],"value":[80],"decomposition":[81],"sparse":[83],"logistic":[84],"regression.":[85],"In":[86],"tests":[87],"publicly":[89],"available":[90],"data":[91],"the":[93],"Disease":[95],"Neuroimaging":[96],"Initiative,":[97],"our":[98],"showed":[101],"promise":[102],"detecting":[104],"network":[106],"differences":[107],"classifying":[111],"versus":[113]},"counts_by_year":[{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2019,"cited_by_count":1},{"year":2017,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
