{"id":"https://openalex.org/W3003581523","doi":"https://doi.org/10.1109/access.2020.2970121","title":"Classification of Cervical Biopsy Images Based on LASSO and EL-SVM","display_name":"Classification of Cervical Biopsy Images Based on LASSO and EL-SVM","publication_year":2020,"publication_date":"2020-01-01","ids":{"openalex":"https://openalex.org/W3003581523","doi":"https://doi.org/10.1109/access.2020.2970121","mag":"3003581523"},"language":"en","primary_location":{"is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2020.2970121","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8948470/08974281.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_indexed_in_scopus":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true},"type":"article","type_crossref":"journal-article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/8948470/08974281.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5037654021","display_name":"Pan Huang","orcid":"https://orcid.org/0000-0001-8158-2628"},"institutions":[{"id":"https://openalex.org/I96908189","display_name":"Xinjiang University","ror":"https://ror.org/059gw8r13","country_code":"CN","type":"funder","lineage":["https://openalex.org/I96908189"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Pan Huang","raw_affiliation_strings":["School of Information Science and Engineering, Xinjiang University, Urumqi, China"],"affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Xinjiang University, Urumqi, China","institution_ids":["https://openalex.org/I96908189"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018299245","display_name":"Shuailei Zhang","orcid":"https://orcid.org/0000-0003-4440-5248"},"institutions":[{"id":"https://openalex.org/I96908189","display_name":"Xinjiang University","ror":"https://ror.org/059gw8r13","country_code":"CN","type":"funder","lineage":["https://openalex.org/I96908189"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shuailei Zhang","raw_affiliation_strings":["School of Information Science and Engineering, Xinjiang University, Urumqi, China"],"affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Xinjiang University, Urumqi, China","institution_ids":["https://openalex.org/I96908189"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100771490","display_name":"Min Li","orcid":"https://orcid.org/0000-0003-1868-2014"},"institutions":[{"id":"https://openalex.org/I96908189","display_name":"Xinjiang University","ror":"https://ror.org/059gw8r13","country_code":"CN","type":"funder","lineage":["https://openalex.org/I96908189"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Min Li","raw_affiliation_strings":["School of Software, Xinjiang University, Urumqi, China"],"affiliations":[{"raw_affiliation_string":"School of Software, Xinjiang University, Urumqi, China","institution_ids":["https://openalex.org/I96908189"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102855308","display_name":"Jing Wang","orcid":"https://orcid.org/0000-0001-8292-4028"},"institutions":[{"id":"https://openalex.org/I154093214","display_name":"Xinjiang Medical University","ror":"https://ror.org/01p455v08","country_code":"CN","type":"funder","lineage":["https://openalex.org/I154093214"]},{"id":"https://openalex.org/I2802734952","display_name":"First Affiliated Hospital of Xinjiang Medical University","ror":"https://ror.org/02qx1ae98","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I2802734952"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jing Wang","raw_affiliation_strings":["First Affiliated Hospital of Xinjiang Medical University, Urumqi, China"],"affiliations":[{"raw_affiliation_string":"First Affiliated Hospital of Xinjiang Medical University, Urumqi, China","institution_ids":["https://openalex.org/I154093214","https://openalex.org/I2802734952"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102783062","display_name":"Cailing Ma","orcid":null},"institutions":[{"id":"https://openalex.org/I2802734952","display_name":"First Affiliated Hospital of Xinjiang Medical University","ror":"https://ror.org/02qx1ae98","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I2802734952"]},{"id":"https://openalex.org/I154093214","display_name":"Xinjiang Medical University","ror":"https://ror.org/01p455v08","country_code":"CN","type":"funder","lineage":["https://openalex.org/I154093214"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Cailing Ma","raw_affiliation_strings":["First Affiliated Hospital of Xinjiang Medical University, Urumqi, China"],"affiliations":[{"raw_affiliation_string":"First Affiliated Hospital of Xinjiang Medical University, Urumqi, China","institution_ids":["https://openalex.org/I2802734952","https://openalex.org/I154093214"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100661561","display_name":"Bowei Wang","orcid":"https://orcid.org/0000-0001-8944-4334"},"institutions":[{"id":"https://openalex.org/I154093214","display_name":"Xinjiang Medical University","ror":"https://ror.org/01p455v08","country_code":"CN","type":"funder","lineage":["https://openalex.org/I154093214"]},{"id":"https://openalex.org/I2802734952","display_name":"First Affiliated Hospital of Xinjiang Medical University","ror":"https://ror.org/02qx1ae98","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I2802734952"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bowei Wang","raw_affiliation_strings":["First Affiliated Hospital of Xinjiang Medical University, Urumqi, China"],"affiliations":[{"raw_affiliation_string":"First Affiliated Hospital of Xinjiang Medical University, Urumqi, China","institution_ids":["https://openalex.org/I154093214","https://openalex.org/I2802734952"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5084962743","display_name":"Xiaoyi Lv","orcid":"https://orcid.org/0000-0001-6855-7428"},"institutions":[{"id":"https://openalex.org/I96908189","display_name":"Xinjiang University","ror":"https://ror.org/059gw8r13","country_code":"CN","type":"funder","lineage":["https://openalex.org/I96908189"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaoyi Lv","raw_affiliation_strings":["School of Information Science and Engineering, Xinjiang University, Urumqi, China"],"affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Xinjiang University, Urumqi, China","institution_ids":["https://openalex.org/I96908189"]}]}],"institution_assertions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":2.624,"has_fulltext":true,"fulltext_origin":"pdf","cited_by_count":39,"citation_normalized_percentile":{"value":0.760168,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":96},"biblio":{"volume":"8","issue":null,"first_page":"24219","last_page":"24228"},"is_retracted":false,"is_paratext":false,"primary_topic":{"id":"https://openalex.org/T14510","display_name":"Medical Imaging and Analysis","score":0.8892,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T14510","display_name":"Medical Imaging and Analysis","score":0.8892,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.8788,"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/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.7803,"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/lasso","display_name":"Lasso","score":0.6384204}],"concepts":[{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.7145683},{"id":"https://openalex.org/C37616216","wikidata":"https://www.wikidata.org/wiki/Q3218363","display_name":"Lasso (programming language)","level":2,"score":0.6384204},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5796003},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5402422},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5267365},{"id":"https://openalex.org/C2775934546","wikidata":"https://www.wikidata.org/wiki/Q179991","display_name":"Biopsy","level":2,"score":0.43036312},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.33951896},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.33812174},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.33735853},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2020.2970121","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8948470/08974281.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_indexed_in_scopus":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true},{"is_oa":false,"landing_page_url":"https://doaj.org/article/3646360b33154439b7bb75a6d1ac10a1","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_indexed_in_scopus":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false}],"best_oa_location":{"is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2020.2970121","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8948470/08974281.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_indexed_in_scopus":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true},"sustainable_development_goals":[{"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3","score":0.64}],"grants":[{"funder":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China","award_id":"61765014"}],"datasets":[],"versions":[],"referenced_works_count":31,"referenced_works":["https://openalex.org/W1974717908","https://openalex.org/W2027123781","https://openalex.org/W2052028625","https://openalex.org/W2139754658","https://openalex.org/W2288559628","https://openalex.org/W2343051383","https://openalex.org/W2417089552","https://openalex.org/W2579070534","https://openalex.org/W2767040509","https://openalex.org/W2767863815","https://openalex.org/W2794076785","https://openalex.org/W2888731916","https://openalex.org/W2899192951","https://openalex.org/W2899702290","https://openalex.org/W2909431490","https://openalex.org/W2910056729","https://openalex.org/W2946587756","https://openalex.org/W2947029695","https://openalex.org/W2954263310","https://openalex.org/W2956846682","https://openalex.org/W2959269344","https://openalex.org/W2962719749","https://openalex.org/W2964567099","https://openalex.org/W2965049737","https://openalex.org/W2969297848","https://openalex.org/W2969822717","https://openalex.org/W2970591347","https://openalex.org/W2988605950","https://openalex.org/W3097992810","https://openalex.org/W4211002643","https://openalex.org/W4242868337"],"related_works":["https://openalex.org/W4256576576","https://openalex.org/W4249086404","https://openalex.org/W3194013178","https://openalex.org/W3090384609","https://openalex.org/W2790019364","https://openalex.org/W2486360182","https://openalex.org/W2212119398","https://openalex.org/W2104657898","https://openalex.org/W2090763504","https://openalex.org/W148178222"],"abstract_inverted_index":{"Cervical":[0],"biopsy":[1,17,37,63,121],"(biopsy)":[2],"is":[3,21,43],"an":[4],"important":[5],"part":[6],"of":[7,10,16,29,35,48,61,102,141],"the":[8,26,32,46,83,89,100,103,125,138,142,147,154,164,174,180,188],"diagnosis":[9,20],"cervical":[11,62],"cancer.":[12],"The":[13,111],"artificial":[14],"classification":[15,33,66,150,160,170,176,183,191],"images":[18,39],"in":[19],"difficult":[22],"and":[23,45,72,76,105,118,124,131,187],"depends":[24],"on":[25,68],"clinical":[27],"experience":[28],"pathologists.":[30],"However,":[31],"accuracy":[34,101,151,161,171,177,184,192],"computerized":[36],"tissue":[38,64,122],"with":[40],"similar":[41],"lesions":[42],"low,":[44],"problem":[47],"incomplete":[49],"experimental":[50],"objects":[51],"needs":[52],"to":[53,116,136],"be":[54],"addressed.":[55],"This":[56],"paper":[57],"proposes":[58],"a":[59],"method":[60],"image":[65],"based":[67],"least":[69],"absolute":[70],"shrinkage":[71],"selection":[73],"operator":[74],"(LASSO)":[75],"ensemble":[77],"learning-support":[78],"vector":[79],"machine":[80],"(EL-SVM).":[81],"Using":[82],"LASSO":[84],"algorithm":[85],"for":[86],"feature":[87],"selection,":[88],"average":[90],"optimization":[91],"time":[92],"was":[93,109,114,162,172,178,185,193],"reduced":[94],"by":[95],"35.87":[96],"seconds":[97],"while":[98],"ensuring":[99],"classification,":[104],"then":[106],"serial":[107],"fusion":[108],"performed.":[110],"EL-SVM":[112],"classifier":[113],"used":[115,135],"identify":[117],"classify":[119],"468":[120],"images,":[123],"receiver":[126],"operating":[127],"characteristic":[128],"(ROC)":[129],"curve":[130,133],"error":[132],"were":[134],"evaluate":[137],"generalization":[139],"ability":[140],"classifier.":[143],"Experiments":[144],"show":[145],"that":[146],"normal-cervical":[148],"cancer":[149,182,190],"reached":[152],"99.64%,":[153],"normal-low-grade":[155],"squamous":[156,166],"intraepithelial":[157,167],"lesion":[158,168],"(LSIL)":[159],"84.25%,":[163],"normal-high-grade":[165],"(HSIL)":[169],"87.40%,":[173],"LSIL-HSIL":[175],"76.34%,":[179],"LSIL-cervical":[181],"91.88%,":[186],"HSIL-cervical":[189],"81.54%.":[194]},"abstract_inverted_index_v3":null,"cited_by_api_url":"https://api.openalex.org/works?filter=cites:W3003581523","counts_by_year":[{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":9},{"year":2022,"cited_by_count":10},{"year":2021,"cited_by_count":8},{"year":2020,"cited_by_count":6}],"updated_date":"2025-04-25T03:27:16.584905","created_date":"2020-02-07"}