{"id":"https://openalex.org/W4206749472","doi":"https://doi.org/10.1109/bibm52615.2021.9669325","title":"Research on the Design of Active Learning Algorithm based on Query-by-Committee for Intelligent Fetal Monitoring","display_name":"Research on the Design of Active Learning Algorithm based on Query-by-Committee for Intelligent Fetal Monitoring","publication_year":2021,"publication_date":"2021-12-09","ids":{"openalex":"https://openalex.org/W4206749472","doi":"https://doi.org/10.1109/bibm52615.2021.9669325"},"language":"en","primary_location":{"id":"doi:10.1109/bibm52615.2021.9669325","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bibm52615.2021.9669325","pdf_url":null,"source":{"id":"https://openalex.org/S4363607735","display_name":"2021 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5051448533","display_name":"Bin Quan","orcid":"https://orcid.org/0009-0006-3810-5088"},"institutions":[{"id":"https://openalex.org/I117532281","display_name":"Guangzhou University of Chinese Medicine","ror":"https://ror.org/03qb7bg95","country_code":"CN","type":"education","lineage":["https://openalex.org/I117532281"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bin Quan","raw_affiliation_strings":["School of Medicine Information Engineering, Guangzhou University of Chinese Medicine, Guangzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Medicine Information Engineering, Guangzhou University of Chinese Medicine, Guangzhou, China","institution_ids":["https://openalex.org/I117532281"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113866397","display_name":"Manli Yang","orcid":null},"institutions":[{"id":"https://openalex.org/I117532281","display_name":"Guangzhou University of Chinese Medicine","ror":"https://ror.org/03qb7bg95","country_code":"CN","type":"education","lineage":["https://openalex.org/I117532281"]},{"id":"https://openalex.org/I21193070","display_name":"Beijing Jiaotong University","ror":"https://ror.org/01yj56c84","country_code":"CN","type":"education","lineage":["https://openalex.org/I21193070"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Manli Yang","raw_affiliation_strings":["School of Medicine Information Engineering, Guangzhou University of Chinese Medicine, Guangzhou, China","School of Traffic and Transportation, Beijing Jiaotong University, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Medicine Information Engineering, Guangzhou University of Chinese Medicine, Guangzhou, China","institution_ids":["https://openalex.org/I117532281"]},{"raw_affiliation_string":"School of Traffic and Transportation, Beijing Jiaotong University, Beijing, China","institution_ids":["https://openalex.org/I21193070"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100445622","display_name":"Xia Li","orcid":"https://orcid.org/0000-0003-3050-8529"},"institutions":[{"id":"https://openalex.org/I4210090868","display_name":"Second Affiliated Hospital of Guangzhou Medical University","ror":"https://ror.org/00a98yf63","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210090868"]},{"id":"https://openalex.org/I92039509","display_name":"Guangzhou Medical University","ror":"https://ror.org/00zat6v61","country_code":"CN","type":"education","lineage":["https://openalex.org/I92039509"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xia Li","raw_affiliation_strings":["Second Affiliated Hospital, Guangzhou Medical University, Guangzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Second Affiliated Hospital, Guangzhou Medical University, Guangzhou, China","institution_ids":["https://openalex.org/I4210090868","https://openalex.org/I92039509"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055682121","display_name":"Qinqun Chen","orcid":null},"institutions":[{"id":"https://openalex.org/I117532281","display_name":"Guangzhou University of Chinese Medicine","ror":"https://ror.org/03qb7bg95","country_code":"CN","type":"education","lineage":["https://openalex.org/I117532281"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qinqun Chen","raw_affiliation_strings":["School of Medicine Information Engineering, Guangzhou University of Chinese Medicine, Guangzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Medicine Information Engineering, Guangzhou University of Chinese Medicine, Guangzhou, China","institution_ids":["https://openalex.org/I117532281"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051037307","display_name":"Guiqing Liu","orcid":"https://orcid.org/0000-0003-2913-8196"},"institutions":[{"id":"https://openalex.org/I4210105832","display_name":"First Affiliated Hospital of Guangzhou University of Chinese Medicine","ror":"https://ror.org/01mxpdw03","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210105832"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guiqing Liu","raw_affiliation_strings":["First Affiliated Hospital, Guangzhou University of Chinese Medicine, Guangzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"First Affiliated Hospital, Guangzhou University of Chinese Medicine, Guangzhou, China","institution_ids":["https://openalex.org/I4210105832"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014974291","display_name":"Jiaming Hong","orcid":"https://orcid.org/0000-0002-7007-8482"},"institutions":[{"id":"https://openalex.org/I117532281","display_name":"Guangzhou University of Chinese Medicine","ror":"https://ror.org/03qb7bg95","country_code":"CN","type":"education","lineage":["https://openalex.org/I117532281"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiaming Hong","raw_affiliation_strings":["School of Medicine Information Engineering, Guangzhou University of Chinese Medicine, Guangzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Medicine Information Engineering, Guangzhou University of Chinese Medicine, Guangzhou, China","institution_ids":["https://openalex.org/I117532281"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100397027","display_name":"Zhifeng Hao","orcid":"https://orcid.org/0000-0003-2034-6562"},"institutions":[{"id":"https://openalex.org/I32574673","display_name":"Shantou University","ror":"https://ror.org/01a099706","country_code":"CN","type":"education","lineage":["https://openalex.org/I32574673"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhifeng Hao","raw_affiliation_strings":["College of Science Shantou University, Shantou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Science Shantou University, Shantou, China","institution_ids":["https://openalex.org/I32574673"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100361041","display_name":"Li Li","orcid":"https://orcid.org/0000-0001-8485-2216"},"institutions":[{"id":"https://openalex.org/I4210162753","display_name":"First Affiliated Hospital of Jinan University","ror":"https://ror.org/05d5vvz89","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210162753"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Li Li","raw_affiliation_strings":["Tianhe District People\u2019s Hospital, First Affiliated Hospital of Jinan University, Guangzhou Sunray Medical Apparatus Co. Ltd, Guangzhou, China","Tianhe District People's Hospital, First Affiliated Hospital of Jinan University, Guangzhou Sunray Medical Apparatus Co. Ltd, Guangzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tianhe District People\u2019s Hospital, First Affiliated Hospital of Jinan University, Guangzhou Sunray Medical Apparatus Co. Ltd, Guangzhou, China","institution_ids":["https://openalex.org/I4210162753"]},{"raw_affiliation_string":"Tianhe District People's Hospital, First Affiliated Hospital of Jinan University, Guangzhou Sunray Medical Apparatus Co. Ltd, Guangzhou, China","institution_ids":["https://openalex.org/I4210162753"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101959506","display_name":"Hang Wei","orcid":"https://orcid.org/0000-0002-1820-1949"},"institutions":[{"id":"https://openalex.org/I117532281","display_name":"Guangzhou University of Chinese Medicine","ror":"https://ror.org/03qb7bg95","country_code":"CN","type":"education","lineage":["https://openalex.org/I117532281"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hang Wei","raw_affiliation_strings":["School of Medicine Information Engineering, Guangzhou University of Chinese Medicine, Guangzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Medicine Information Engineering, Guangzhou University of Chinese Medicine, Guangzhou, China","institution_ids":["https://openalex.org/I117532281"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"515","last_page":"521"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12072","display_name":"Machine Learning and Algorithms","score":0.9994000196456909,"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"}},"topics":[{"id":"https://openalex.org/T12072","display_name":"Machine Learning and Algorithms","score":0.9994000196456909,"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":0.9921000003814697,"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/T12676","display_name":"Machine Learning and ELM","score":0.9911999702453613,"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/weighting","display_name":"Weighting","score":0.7217319011688232},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6690189838409424},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.5625698566436768},{"id":"https://openalex.org/keywords/operator","display_name":"Operator (biology)","score":0.5234655737876892},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.47578299045562744},{"id":"https://openalex.org/keywords/realization","display_name":"Realization (probability)","score":0.4506233334541321},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.44602927565574646},{"id":"https://openalex.org/keywords/genetic-algorithm","display_name":"Genetic algorithm","score":0.4410788118839264},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.349803626537323},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.34749817848205566},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.10580173134803772}],"concepts":[{"id":"https://openalex.org/C183115368","wikidata":"https://www.wikidata.org/wiki/Q856577","display_name":"Weighting","level":2,"score":0.7217319011688232},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6690189838409424},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.5625698566436768},{"id":"https://openalex.org/C17020691","wikidata":"https://www.wikidata.org/wiki/Q139677","display_name":"Operator (biology)","level":5,"score":0.5234655737876892},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.47578299045562744},{"id":"https://openalex.org/C2781089630","wikidata":"https://www.wikidata.org/wiki/Q21856745","display_name":"Realization (probability)","level":2,"score":0.4506233334541321},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.44602927565574646},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.4410788118839264},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.349803626537323},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.34749817848205566},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.10580173134803772},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C86339819","wikidata":"https://www.wikidata.org/wiki/Q407384","display_name":"Transcription factor","level":3,"score":0.0},{"id":"https://openalex.org/C158448853","wikidata":"https://www.wikidata.org/wiki/Q425218","display_name":"Repressor","level":4,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.0},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0},{"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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/bibm52615.2021.9669325","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bibm52615.2021.9669325","pdf_url":null,"source":{"id":"https://openalex.org/S4363607735","display_name":"2021 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/8","display_name":"Decent work and economic growth","score":0.7300000190734863}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":18,"referenced_works":["https://openalex.org/W1487447453","https://openalex.org/W1528361845","https://openalex.org/W1990771923","https://openalex.org/W2008989859","https://openalex.org/W2072185724","https://openalex.org/W2273687286","https://openalex.org/W2295628041","https://openalex.org/W2334297908","https://openalex.org/W2550025991","https://openalex.org/W2565895672","https://openalex.org/W2587330057","https://openalex.org/W2794129223","https://openalex.org/W2938285755","https://openalex.org/W2955374087","https://openalex.org/W3047572591","https://openalex.org/W3127303425","https://openalex.org/W3136490428","https://openalex.org/W4297889165"],"related_works":["https://openalex.org/W2180954594","https://openalex.org/W2052835778","https://openalex.org/W2049003611","https://openalex.org/W2127804977","https://openalex.org/W2108418243","https://openalex.org/W164103134","https://openalex.org/W2787352659","https://openalex.org/W4206560911","https://openalex.org/W1970611213","https://openalex.org/W4372260270"],"abstract_inverted_index":{"The":[0,76],"realization":[1],"of":[2,20,36,100,104,111,124,150,186,193],"intelligent":[3,198],"fetal":[4,11,199],"monitoring":[5],"is":[6,177],"helpful":[7],"to":[8,23,42,71,95,120,156],"timely":[9],"detect":[10],"abnormality":[12],"and":[13,48,139,179,181,189],"save":[14],"medical":[15,194],"costs.":[16],"However,":[17],"the":[18,28,73,84,109,112,115,122,125,144,151,158,167,173,184,191],"probability":[19],"misjudgment":[21],"tends":[22],"be":[24],"high":[25,162],"when":[26],"modeling":[27],"imbalanced":[29,187],"clinical":[30],"data":[31,130,188],"directly.":[32],"Moreover,":[33],"reliable":[34],"interpretation":[35],"cardiotocography":[37],"(CTG)":[38],"requires":[39],"multiple":[40],"obstetricians":[41],"annotate,":[43],"which":[44,107,165],"consumes":[45],"excessive":[46],"time":[47],"labor":[49],"cost.":[50],"In":[51,171],"this":[52],"paper,":[53],"a":[54,97,101],"K-means":[55],"method":[56],"based":[57],"on":[58],"adaptive":[59,90],"Genetic":[60],"Algorithm-Fl":[61],"balanced":[62],"diversity":[63],"Weighted":[64],"Query-by-Committee":[65],"(QBC)":[66],"algorithm":[67,80,176],"(KGA-WQBC)":[68],"was":[69,81,93,118],"proposed":[70,77,174],"solve":[72],"above":[74],"problems.":[75],"active":[78],"learning":[79],"improved":[82],"from":[83],"following":[85],"two":[86],"aspects.":[87],"Firstly,":[88],"an":[89],"KGA":[91],"operator":[92,117],"designed":[94,119],"conduct":[96],"preliminary":[98],"selection":[99,137],"large":[102],"number":[103],"unlabeled":[105],"samples,":[106],"increased":[108],"accuracy":[110],"committee.":[113],"Then,":[114],"WQBC":[116],"improve":[121],"measurement":[123],"committee's":[126],"disagreement":[127,140],"degree":[128,141],"after":[129],"exploration.":[131],"Compared":[132],"with":[133],"other":[134],"initial":[135],"sample":[136],"strategies":[138],"weighting":[142],"means,":[143],"results":[145],"showed":[146],"that":[147],"only":[148],"41%":[149],"labeled":[152],"instances":[153],"were":[154],"used":[155],"make":[157],"evaluation":[159],"index":[160],"as":[161,163],"98.02%,":[164],"had":[166],"best":[168],"overall":[169],"performance.":[170],"conclusion,":[172],"KGA-WQBC":[175],"reasonable":[178],"feasible,":[180],"effectively":[182],"solves":[183],"problem":[185],"reduces":[190],"cost":[192],"personnel":[195],"labeling":[196],"for":[197],"monitoring.":[200]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":2}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
