{"id":"https://openalex.org/W3118416244","doi":"https://doi.org/10.1109/besc51023.2020.9348322","title":"A New Deep Convolutional Neural Network Model for Automated Breast Cancer Detection","display_name":"A New Deep Convolutional Neural Network Model for Automated Breast Cancer Detection","publication_year":2020,"publication_date":"2020-11-05","ids":{"openalex":"https://openalex.org/W3118416244","doi":"https://doi.org/10.1109/besc51023.2020.9348322","mag":"3118416244"},"language":"en","primary_location":{"id":"doi:10.1109/besc51023.2020.9348322","is_oa":false,"landing_page_url":"https://doi.org/10.1109/besc51023.2020.9348322","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 7th International Conference on Behavioural and Social Computing (BESC)","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/A5056799282","display_name":"Xujuan Zhou","orcid":"https://orcid.org/0000-0002-1736-739X"},"institutions":[{"id":"https://openalex.org/I185523456","display_name":"University of Southern Queensland","ror":"https://ror.org/04sjbnx57","country_code":"AU","type":"education","lineage":["https://openalex.org/I185523456"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Xujuan Zhou","raw_affiliation_strings":["School of Management and Enterprise, University of Southern Queensland,Springfield,Australia","School of Management and Enterprise, University of Southern Queensland, Springfield, Australia"],"affiliations":[{"raw_affiliation_string":"School of Management and Enterprise, University of Southern Queensland,Springfield,Australia","institution_ids":["https://openalex.org/I185523456"]},{"raw_affiliation_string":"School of Management and Enterprise, University of Southern Queensland, Springfield, Australia","institution_ids":["https://openalex.org/I185523456"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100627256","display_name":"Yuefeng Li","orcid":"https://orcid.org/0000-0002-3594-8980"},"institutions":[{"id":"https://openalex.org/I160993911","display_name":"Queensland University of Technology","ror":"https://ror.org/03pnv4752","country_code":"AU","type":"education","lineage":["https://openalex.org/I160993911"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Yuefeng Li","raw_affiliation_strings":["Science and Engineering Faculty, Queensland University of Technology,Brisbane,Australia","Science and Engineering Faculty, Queensland University of Technology, Brisbane, Australia"],"affiliations":[{"raw_affiliation_string":"Science and Engineering Faculty, Queensland University of Technology,Brisbane,Australia","institution_ids":["https://openalex.org/I160993911"]},{"raw_affiliation_string":"Science and Engineering Faculty, Queensland University of Technology, Brisbane, Australia","institution_ids":["https://openalex.org/I160993911"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073458655","display_name":"Raj Gururajan","orcid":"https://orcid.org/0000-0002-5919-0174"},"institutions":[{"id":"https://openalex.org/I185523456","display_name":"University of Southern Queensland","ror":"https://ror.org/04sjbnx57","country_code":"AU","type":"education","lineage":["https://openalex.org/I185523456"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Raj Gururajan","raw_affiliation_strings":["School of Management and Enterprise, University of Southern Queensland,Springfield,Australia","School of Management and Enterprise, University of Southern Queensland, Springfield, Australia"],"affiliations":[{"raw_affiliation_string":"School of Management and Enterprise, University of Southern Queensland,Springfield,Australia","institution_ids":["https://openalex.org/I185523456"]},{"raw_affiliation_string":"School of Management and Enterprise, University of Southern Queensland, Springfield, Australia","institution_ids":["https://openalex.org/I185523456"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057468352","display_name":"Ghazal Bargshady","orcid":"https://orcid.org/0000-0002-2557-7928"},"institutions":[{"id":"https://openalex.org/I185523456","display_name":"University of Southern Queensland","ror":"https://ror.org/04sjbnx57","country_code":"AU","type":"education","lineage":["https://openalex.org/I185523456"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Ghazal Bargshady","raw_affiliation_strings":["School of Management and Enterprise, University of Southern Queensland,Springfield,Australia","School of Management and Enterprise, University of Southern Queensland, Springfield, Australia"],"affiliations":[{"raw_affiliation_string":"School of Management and Enterprise, University of Southern Queensland,Springfield,Australia","institution_ids":["https://openalex.org/I185523456"]},{"raw_affiliation_string":"School of Management and Enterprise, University of Southern Queensland, Springfield, Australia","institution_ids":["https://openalex.org/I185523456"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065941595","display_name":"Xiaohui Tao","orcid":"https://orcid.org/0000-0002-0020-077X"},"institutions":[{"id":"https://openalex.org/I185523456","display_name":"University of Southern Queensland","ror":"https://ror.org/04sjbnx57","country_code":"AU","type":"education","lineage":["https://openalex.org/I185523456"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Xiaohui Tao","raw_affiliation_strings":["School of Sciences, University of Southern Queensland,Toowoomba,Australia","School of Sciences, University of Southern Queensland, Toowoomba, Australia"],"affiliations":[{"raw_affiliation_string":"School of Sciences, University of Southern Queensland,Toowoomba,Australia","institution_ids":["https://openalex.org/I185523456"]},{"raw_affiliation_string":"School of Sciences, University of Southern Queensland, Toowoomba, Australia","institution_ids":["https://openalex.org/I185523456"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069199571","display_name":"Revathi Venkataraman","orcid":"https://orcid.org/0000-0003-1175-4767"},"institutions":[{"id":"https://openalex.org/I145286018","display_name":"SRM Institute of Science and Technology","ror":"https://ror.org/050113w36","country_code":"IN","type":"education","lineage":["https://openalex.org/I145286018"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Revathi Venkataraman","raw_affiliation_strings":["SRM Institute of Science and Technology,Department of Computer Science and Engineering,India"],"affiliations":[{"raw_affiliation_string":"SRM Institute of Science and Technology,Department of Computer Science and Engineering,India","institution_ids":["https://openalex.org/I145286018"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016221020","display_name":"Prabal Datta Barua","orcid":"https://orcid.org/0000-0001-5117-8333"},"institutions":[{"id":"https://openalex.org/I185523456","display_name":"University of Southern Queensland","ror":"https://ror.org/04sjbnx57","country_code":"AU","type":"education","lineage":["https://openalex.org/I185523456"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Prabal D Barua","raw_affiliation_strings":["School of Management and Enterprise, University of Southern Queensland,Springfield,Australia","School of Management and Enterprise, University of Southern Queensland, Springfield, Australia"],"affiliations":[{"raw_affiliation_string":"School of Management and Enterprise, University of Southern Queensland,Springfield,Australia","institution_ids":["https://openalex.org/I185523456"]},{"raw_affiliation_string":"School of Management and Enterprise, University of Southern Queensland, Springfield, Australia","institution_ids":["https://openalex.org/I185523456"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5084810549","display_name":"Srinivas Kondalsamy\u2010Chennakesavan","orcid":"https://orcid.org/0000-0002-1333-374X"},"institutions":[{"id":"https://openalex.org/I165143802","display_name":"University of Queensland","ror":"https://ror.org/00rqy9422","country_code":"AU","type":"education","lineage":["https://openalex.org/I165143802"]},{"id":"https://openalex.org/I2800846939","display_name":"Toowoomba Hospital","ror":"https://ror.org/048xxxv92","country_code":"AU","type":"healthcare","lineage":["https://openalex.org/I1302211766","https://openalex.org/I2800846939","https://openalex.org/I2801244131"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Srinivas Kondalsamy-Chennakesavan","raw_affiliation_strings":["Rural Clinical School, University of Queensland,Toowoomba,Australia","Rural Clinical School, University of Queensland, Toowoomba, Australia"],"affiliations":[{"raw_affiliation_string":"Rural Clinical School, University of Queensland,Toowoomba,Australia","institution_ids":["https://openalex.org/I2800846939","https://openalex.org/I165143802"]},{"raw_affiliation_string":"Rural Clinical School, University of Queensland, Toowoomba, Australia","institution_ids":["https://openalex.org/I2800846939","https://openalex.org/I165143802"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5056799282"],"corresponding_institution_ids":["https://openalex.org/I185523456"],"apc_list":null,"apc_paid":null,"fwci":0.6765,"has_fulltext":false,"cited_by_count":17,"citation_normalized_percentile":{"value":0.7781022,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"4"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.9998999834060669,"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/T10862","display_name":"AI in cancer detection","score":0.9998999834060669,"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/T10885","display_name":"Gene expression and cancer classification","score":0.9873999953269958,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.9865999817848206,"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/artificial-intelligence","display_name":"Artificial intelligence","score":0.8074598908424377},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.7511418461799622},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.6818879246711731},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.681603193283081},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6260042786598206},{"id":"https://openalex.org/keywords/receiver-operating-characteristic","display_name":"Receiver operating characteristic","score":0.6095457077026367},{"id":"https://openalex.org/keywords/mean-squared-error","display_name":"Mean squared error","score":0.5972546339035034},{"id":"https://openalex.org/keywords/breast-cancer","display_name":"Breast cancer","score":0.5963714122772217},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5532019138336182},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5299084186553955},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5016870498657227},{"id":"https://openalex.org/keywords/cross-validation","display_name":"Cross-validation","score":0.4987485408782959},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.48889508843421936},{"id":"https://openalex.org/keywords/cancer","display_name":"Cancer","score":0.2667604088783264},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.14402619004249573},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.12837904691696167},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.10609626770019531},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.07100296020507812}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.8074598908424377},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.7511418461799622},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.6818879246711731},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.681603193283081},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6260042786598206},{"id":"https://openalex.org/C58471807","wikidata":"https://www.wikidata.org/wiki/Q327120","display_name":"Receiver operating characteristic","level":2,"score":0.6095457077026367},{"id":"https://openalex.org/C139945424","wikidata":"https://www.wikidata.org/wiki/Q1940696","display_name":"Mean squared error","level":2,"score":0.5972546339035034},{"id":"https://openalex.org/C530470458","wikidata":"https://www.wikidata.org/wiki/Q128581","display_name":"Breast cancer","level":3,"score":0.5963714122772217},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5532019138336182},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5299084186553955},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5016870498657227},{"id":"https://openalex.org/C27181475","wikidata":"https://www.wikidata.org/wiki/Q541014","display_name":"Cross-validation","level":2,"score":0.4987485408782959},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.48889508843421936},{"id":"https://openalex.org/C121608353","wikidata":"https://www.wikidata.org/wiki/Q12078","display_name":"Cancer","level":2,"score":0.2667604088783264},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.14402619004249573},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.12837904691696167},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.10609626770019531},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.07100296020507812}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/besc51023.2020.9348322","is_oa":false,"landing_page_url":"https://doi.org/10.1109/besc51023.2020.9348322","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 7th International Conference on Behavioural and Social Computing (BESC)","raw_type":"proceedings-article"},{"id":"pmh:oai:eprints.usq.edu.au:40135","is_oa":false,"landing_page_url":"http://eprints.usq.edu.au/40135/","pdf_url":null,"source":{"id":"https://openalex.org/S4306400692","display_name":"University of Southern Queensland ePrints (University of Southern Queensland)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I185523456","host_organization_name":"University of Southern Queensland","host_organization_lineage":["https://openalex.org/I185523456"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Conference or Workshop Item (Commonwealth Reporting Category E)"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.8500000238418579,"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":16,"referenced_works":["https://openalex.org/W22040386","https://openalex.org/W1526205344","https://openalex.org/W1686810756","https://openalex.org/W2097117768","https://openalex.org/W2112796928","https://openalex.org/W2147800946","https://openalex.org/W2344480160","https://openalex.org/W2401520370","https://openalex.org/W2594770219","https://openalex.org/W2615419746","https://openalex.org/W2796345789","https://openalex.org/W2899432087","https://openalex.org/W2944939776","https://openalex.org/W3014881861","https://openalex.org/W6631666057","https://openalex.org/W6637373629"],"related_works":["https://openalex.org/W4385649027","https://openalex.org/W2970784617","https://openalex.org/W4293226380","https://openalex.org/W2126639667","https://openalex.org/W2217963778","https://openalex.org/W2129882004","https://openalex.org/W2266938806","https://openalex.org/W2787487463","https://openalex.org/W4367625975","https://openalex.org/W2048917867"],"abstract_inverted_index":{"Breast":[0],"cancer":[1,19,37],"is":[2,20],"reported":[3],"as":[4],"one":[5],"of":[6,17,111,155],"most":[7],"common":[8],"malignancy":[9],"amongst":[10],"women":[11],"in":[12,28,109],"the":[13,54,80,115,122,137,142],"world.":[14],"Early":[15],"detection":[16],"this":[18],"critical":[21],"to":[22],"clinical":[23],"and":[24,63,72,101,153,159],"epidemiologic":[25],"for":[26,52,79],"aiding":[27],"informing":[29],"subsequent":[30],"treatments.":[31],"This":[32],"study":[33],"investigates":[34],"automated":[35],"breast":[36,56],"prediction":[38],"using":[39],"deep":[40,46,86,104],"learning":[41,94,105],"techniques.":[42],"A":[43],"new":[44,139],"19-layer":[45,85],"convolutional":[47],"neural":[48],"network":[49],"(CNN)":[50],"model":[51,81,140,147],"detecting":[53],"benign":[55],"tumors":[57],"from":[58],"malignant":[59],"cancers":[60],"was":[61,70],"proposed":[62,84,138,146],"implemented.":[64],"The":[65,83,133,145],"experiments":[66],"on":[67],"BreaKHis":[68],"dataset":[69],"conducted":[71],"K-fold":[73],"Cross":[74],"Validation":[75],"technique":[76],"are":[77],"used":[78],"evaluation.":[82],"CNN":[87],"based":[88],"classifiers":[89],"compared":[90],"with":[91],"conventional":[92],"machine":[93],"classifier,":[95],"namely":[96,107],"Support":[97],"Vector":[98],"Machine":[99],"(SVM)":[100],"a":[102],"state-of-the-art":[103],"model,":[106],"GoogLeNet":[108],"terms":[110],"Accuracy,":[112],"Area":[113],"under":[114],"Receiver":[116],"Operating":[117],"Characteristic":[118],"(ROC)":[119],"Curve":[120],"(AUC),":[121],"Classification":[123],"Mean":[124,128],"Absolute":[125],"Error":[126,130],"(MAE),":[127],"Squared":[129],"(MSE)":[131],"metrics.":[132],"results":[134],"demonstrate":[135],"that":[136],"outperformed":[141],"other":[143],"classifiers.":[144],"achieved":[148],"an":[149],"accuracy,":[150],"AUC,":[151],"MAE":[152],"MSE":[154],"84.5%,":[156],"85.7%,":[157],"0.082,":[158],"0.043,":[160],"respectively.":[161]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":9},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1}],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2025-10-10T00:00:00"}