{"id":"https://openalex.org/W2805953912","doi":"https://doi.org/10.1109/isbi.2018.8363869","title":"Cross-cohort dementia identification using transfer learning with FDG-PET imaging","display_name":"Cross-cohort dementia identification using transfer learning with FDG-PET imaging","publication_year":2018,"publication_date":"2018-04-01","ids":{"openalex":"https://openalex.org/W2805953912","doi":"https://doi.org/10.1109/isbi.2018.8363869","mag":"2805953912"},"language":"en","primary_location":{"id":"doi:10.1109/isbi.2018.8363869","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi.2018.8363869","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 IEEE 15th International Symposium on Biomedical Imaging (ISBI 2018)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"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/A5101864404","display_name":"Shen Lu","orcid":"https://orcid.org/0000-0001-7233-1552"},"institutions":[{"id":"https://openalex.org/I129604602","display_name":"University of Sydney","ror":"https://ror.org/0384j8v12","country_code":"AU","type":"education","lineage":["https://openalex.org/I129604602"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Shen Lu","raw_affiliation_strings":["Biomedical and Multimedia Information Technology (BMIT) Research Group, University of Sydney, Sydney, Australia"],"affiliations":[{"raw_affiliation_string":"Biomedical and Multimedia Information Technology (BMIT) Research Group, University of Sydney, Sydney, Australia","institution_ids":["https://openalex.org/I129604602"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100670076","display_name":"Yong Xia","orcid":"https://orcid.org/0000-0002-8427-4935"},"institutions":[{"id":"https://openalex.org/I17145004","display_name":"Northwestern Polytechnical University","ror":"https://ror.org/01y0j0j86","country_code":"CN","type":"education","lineage":["https://openalex.org/I17145004"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yong Xia","raw_affiliation_strings":["Shaanxi Key Lab of Speech & Image Information Processing (SAIIP), Northwestern Polytechnical University, Xi'an, China"],"affiliations":[{"raw_affiliation_string":"Shaanxi Key Lab of Speech & Image Information Processing (SAIIP), Northwestern Polytechnical University, Xi'an, China","institution_ids":["https://openalex.org/I17145004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076697411","display_name":"Weidong Cai","orcid":"https://orcid.org/0000-0003-3706-8896"},"institutions":[{"id":"https://openalex.org/I129604602","display_name":"University of Sydney","ror":"https://ror.org/0384j8v12","country_code":"AU","type":"education","lineage":["https://openalex.org/I129604602"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Weidong Cai","raw_affiliation_strings":["Biomedical and Multimedia Information Technology (BMIT) Research Group, University of Sydney, Sydney, Australia"],"affiliations":[{"raw_affiliation_string":"Biomedical and Multimedia Information Technology (BMIT) Research Group, University of Sydney, Sydney, Australia","institution_ids":["https://openalex.org/I129604602"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068891693","display_name":"Dagan Feng","orcid":"https://orcid.org/0000-0002-3381-214X"},"institutions":[{"id":"https://openalex.org/I129604602","display_name":"University of Sydney","ror":"https://ror.org/0384j8v12","country_code":"AU","type":"education","lineage":["https://openalex.org/I129604602"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"David Dagan Feng","raw_affiliation_strings":["The University of Sydney, Sydney, NSW, AU"],"affiliations":[{"raw_affiliation_string":"The University of Sydney, Sydney, NSW, AU","institution_ids":["https://openalex.org/I129604602"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5082979981","display_name":"Michael Fulham","orcid":"https://orcid.org/0000-0003-0602-6319"},"institutions":[{"id":"https://openalex.org/I129604602","display_name":"University of Sydney","ror":"https://ror.org/0384j8v12","country_code":"AU","type":"education","lineage":["https://openalex.org/I129604602"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Michael Fulham","raw_affiliation_strings":["Sydney Medical School, University of Sydney, Sydney, Australia"],"affiliations":[{"raw_affiliation_string":"Sydney Medical School, University of Sydney, Sydney, Australia","institution_ids":["https://openalex.org/I129604602"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5101864404"],"corresponding_institution_ids":["https://openalex.org/I129604602"],"apc_list":null,"apc_paid":null,"fwci":0.1605,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.52513572,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":"26","issue":null,"first_page":"1550","last_page":"1554"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10009","display_name":"Dementia and Cognitive Impairment Research","score":0.9941999912261963,"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"}},"topics":[{"id":"https://openalex.org/T10009","display_name":"Dementia and Cognitive Impairment Research","score":0.9941999912261963,"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"}},{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.977400004863739,"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/T10824","display_name":"Image Retrieval and Classification Techniques","score":0.9567999839782715,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7049839496612549},{"id":"https://openalex.org/keywords/cohort","display_name":"Cohort","score":0.700520396232605},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.679920494556427},{"id":"https://openalex.org/keywords/dementia","display_name":"Dementia","score":0.6277384161949158},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.6031472682952881},{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.572111189365387},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5488574504852295},{"id":"https://openalex.org/keywords/focus","display_name":"Focus (optics)","score":0.46381351351737976},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4070974588394165},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.232355535030365},{"id":"https://openalex.org/keywords/pathology","display_name":"Pathology","score":0.0971827507019043}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7049839496612549},{"id":"https://openalex.org/C72563966","wikidata":"https://www.wikidata.org/wiki/Q1303415","display_name":"Cohort","level":2,"score":0.700520396232605},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.679920494556427},{"id":"https://openalex.org/C2779483572","wikidata":"https://www.wikidata.org/wiki/Q83030","display_name":"Dementia","level":3,"score":0.6277384161949158},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.6031472682952881},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.572111189365387},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5488574504852295},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.46381351351737976},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4070974588394165},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.232355535030365},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0971827507019043},{"id":"https://openalex.org/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/isbi.2018.8363869","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi.2018.8363869","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 IEEE 15th International Symposium on Biomedical Imaging (ISBI 2018)","raw_type":"proceedings-article"},{"id":"pmh:oai:ses.library.usyd.edu.au:2123/29784","is_oa":false,"landing_page_url":"https://hdl.handle.net/2123/29784","pdf_url":null,"source":{"id":"https://openalex.org/S4306402414","display_name":"The Sydney eScholarship Repository (The University of Sydney)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I129604602","host_organization_name":"The University of Sydney","host_organization_lineage":["https://openalex.org/I129604602"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"Proceedings of IEEE International Symposium on Biomedical Imaging (ISBI 2018)","raw_type":"Conference paper"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/17","display_name":"Partnerships for the goals","score":0.4300000071525574}],"awards":[],"funders":[{"id":"https://openalex.org/F4320306078","display_name":"U.S. Department of Defense","ror":"https://ror.org/0447fe631"},{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":22,"referenced_works":["https://openalex.org/W565818782","https://openalex.org/W1501938503","https://openalex.org/W1982711299","https://openalex.org/W1990816744","https://openalex.org/W2011838149","https://openalex.org/W2046601821","https://openalex.org/W2058046532","https://openalex.org/W2081347040","https://openalex.org/W2086257980","https://openalex.org/W2100664256","https://openalex.org/W2115017507","https://openalex.org/W2132205911","https://openalex.org/W2152060070","https://openalex.org/W2153635508","https://openalex.org/W2165698076","https://openalex.org/W2296688276","https://openalex.org/W2582524520","https://openalex.org/W2997701990","https://openalex.org/W3144619878","https://openalex.org/W4293171766","https://openalex.org/W6675747103","https://openalex.org/W7074051386"],"related_works":["https://openalex.org/W2409059799","https://openalex.org/W1972242255","https://openalex.org/W2890927416","https://openalex.org/W2128765271","https://openalex.org/W2966412519","https://openalex.org/W1993101344","https://openalex.org/W2775021631","https://openalex.org/W2028416698","https://openalex.org/W3126949736","https://openalex.org/W4285295191"],"abstract_inverted_index":{"Machine":[0],"learning":[1,21,53],"has":[2],"recently":[3],"been":[4],"applied":[5],"to":[6,18,26,49,74,94],"the":[7,29,76,82,91],"identification":[8],"of":[9,45,84],"dementia":[10,36],"syndromes.":[11],"Accurately":[12],"labeled":[13,58],"PET":[14],"brain":[15],"scans":[16],"used":[17],"train":[19,50],"machine":[20,52],"models,":[22],"however,":[23],"are":[24],"difficult":[25],"obtain":[27],"in":[28],"clinical":[30],"environment.":[31],"Hence":[32],"we":[33],"propose":[34],"a":[35,51],"classification":[37],"method":[38,93],"using":[39,55],"transfer":[40,87],"learning.":[41],"The":[42],"main":[43],"focus":[44],"our":[46],"research":[47],"is":[48],"model":[54,73],"an":[56,63],"accurately":[57],"source":[59],"image":[60,66,102],"cohort":[61,67],"and":[62,69,100],"unlabeled":[64,77],"target":[65,78],"jointly,":[68],"then":[70],"use":[71],"this":[72,85],"label":[75],"cohort.":[79],"We":[80],"show":[81],"effectiveness":[83],"knowledge":[86],"approach":[88],"by":[89],"comparing":[90],"proposed":[92],"several":[95],"other":[96],"methods":[97],"on":[98],"public":[99],"private":[101],"cohorts.":[103]},"counts_by_year":[{"year":2019,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}