{"id":"https://openalex.org/W4400399504","doi":"https://doi.org/10.47839/ijc.23.2.3544","title":"An Optimized Framework Based on Data Exploration and Dynamic Ensemble-Based Models for Breast Cancer Prediction","display_name":"An Optimized Framework Based on Data Exploration and Dynamic Ensemble-Based Models for Breast Cancer Prediction","publication_year":2024,"publication_date":"2024-07-01","ids":{"openalex":"https://openalex.org/W4400399504","doi":"https://doi.org/10.47839/ijc.23.2.3544"},"language":"en","primary_location":{"id":"doi:10.47839/ijc.23.2.3544","doi":"https://doi.org/10.47839/ijc.23.2.3544","is_oa":true,"landing_page_url":"https://doi.org/10.47839/ijc.23.2.3544","pdf_url":"https://computingonline.net/computing/article/view/3544/1159","source":{"id":"https://openalex.org/S2764977685","display_name":"International Journal of Computing","issn_l":"1727-6209","issn":["1727-6209","2312-5381"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","jufo-1","norway-1","poland-20","russia-white-list-2"],"host_organization":"https://openalex.org/P4362643881","host_organization_name":"Research Institute of Intelligent Computer Systems","host_organization_lineage":["https://openalex.org/P4362643881"],"host_organization_lineage_names":["Research Institute of Intelligent Computer Systems"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Computing","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://computingonline.net/computing/article/view/3544/1159","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5092009833","display_name":"Ayman Alsabry","orcid":"https://orcid.org/0000-0003-4835-4054","observed_orcids":["https://orcid.org/0000-0003-4835-4054"]},"institutions":[{"id":"https://openalex.org/I170535673","display_name":"Sana'a University","ror":"https://ror.org/04hcvaf32","country_code":"YE","type":"education","lineage":["https://openalex.org/I170535673"]},{"id":"https://openalex.org/I4405256232","display_name":"International University of Technology Twintech","ror":"https://ror.org/03xzttv08","country_code":"YE","type":"education","lineage":["https://openalex.org/I4405256232"]}],"countries":["YE"],"is_corresponding":false,"raw_author_name":"Ayman Alsabry","raw_affiliation_strings":["Department of Computer Science , International University of Technology Twintech , Sana'a , Yemen","Department of Computer Science , Sana'a University , Sana'a , Yemen"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science , International University of Technology Twintech , Sana'a , Yemen","institution_ids":["https://openalex.org/I4405256232"]},{"raw_affiliation_string":"Department of Computer Science , Sana'a University , Sana'a , Yemen","institution_ids":["https://openalex.org/I170535673"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002109000","display_name":"Hamzah Ali Abdulrahman Qasem","orcid":"https://orcid.org/0000-0002-4647-5525","observed_orcids":["https://orcid.org/0000-0002-4647-5525"]},"institutions":[{"id":"https://openalex.org/I4405256232","display_name":"International University of Technology Twintech","ror":"https://ror.org/03xzttv08","country_code":"YE","type":"education","lineage":["https://openalex.org/I4405256232"]}],"countries":["YE"],"is_corresponding":false,"raw_author_name":"Hamzah Ali Abdulrahman Qasem","raw_affiliation_strings":["Department of Computer Science , International University of Technology Twintech , Sana'a , Yemen"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science , International University of Technology Twintech , Sana'a , Yemen","institution_ids":["https://openalex.org/I4405256232"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072215472","display_name":"Malek Nasser Ali Algabri","orcid":"https://orcid.org/0000-0001-5245-2584","observed_orcids":["https://orcid.org/0000-0001-5245-2584","https://orcid.org/0009-0006-9852-7530"]},"institutions":[{"id":"https://openalex.org/I170535673","display_name":"Sana'a University","ror":"https://ror.org/04hcvaf32","country_code":"YE","type":"education","lineage":["https://openalex.org/I170535673"]}],"countries":["YE"],"is_corresponding":false,"raw_author_name":"Malek Algabri","raw_affiliation_strings":["Department of Computer Science , Sana'a University , Sana'a , Yemen"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science , Sana'a University , Sana'a , Yemen","institution_ids":["https://openalex.org/I170535673"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017306424","display_name":"Amin Mohamed Ahsan","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4405256232","display_name":"International University of Technology Twintech","ror":"https://ror.org/03xzttv08","country_code":"YE","type":"education","lineage":["https://openalex.org/I4405256232"]}],"countries":["YE"],"is_corresponding":false,"raw_author_name":"Amin Mohamed Ahsan","raw_affiliation_strings":["Department of Computer Science , International University of Technology Twintech , Sana'a , Yemen"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science , International University of Technology Twintech , Sana'a , Yemen","institution_ids":["https://openalex.org/I4405256232"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080469264","display_name":"Mogeeb A. A. Mosleh","orcid":"https://orcid.org/0000-0001-5094-5561","observed_orcids":["https://orcid.org/0000-0001-5094-5561"]},"institutions":[{"id":"https://openalex.org/I4405256232","display_name":"International University of Technology Twintech","ror":"https://ror.org/03xzttv08","country_code":"YE","type":"education","lineage":["https://openalex.org/I4405256232"]}],"countries":["YE"],"is_corresponding":false,"raw_author_name":"Mogeeb A. A. Mosleh","raw_affiliation_strings":["Department of Computer Science , International University of Technology Twintech , Sana'a , Yemen"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science , International University of Technology Twintech , Sana'a , Yemen","institution_ids":["https://openalex.org/I4405256232"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5069897239","display_name":"F. E. Hanash","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4405256232","display_name":"International University of Technology Twintech","ror":"https://ror.org/03xzttv08","country_code":"YE","type":"education","lineage":["https://openalex.org/I4405256232"]},{"id":"https://openalex.org/I4405260303","display_name":"Emirates International University","ror":"https://ror.org/03j6pc929","country_code":"YE","type":"education","lineage":["https://openalex.org/I4405260303"]}],"countries":["YE"],"is_corresponding":false,"raw_author_name":"F. E. Hanash","raw_affiliation_strings":["Department of Computer Science , International University of Technology Twintech , Sana'a , Yemen","Emirates International University , Sana'a , Yemen"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science , International University of Technology Twintech , Sana'a , Yemen","institution_ids":["https://openalex.org/I4405256232"]},{"raw_affiliation_string":"Emirates International University , Sana'a , Yemen","institution_ids":["https://openalex.org/I4405260303"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.213,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.48943712,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":93},"biblio":{"volume":null,"issue":null,"first_page":"254","last_page":"267"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.8022000193595886,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.8022000193595886,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.18440000712871552,"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/T13373","display_name":"Data Mining and Machine Learning Applications","score":0.002199999988079071,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/breast-cancer-prediction","display_name":"breast cancer prediction","score":0.9990000128746033},{"id":"https://openalex.org/keywords/exploratory-data-analysis","display_name":"exploratory data analysis","score":0.5960000157356262},{"id":"https://openalex.org/keywords/adaboost","display_name":"AdaBoost","score":0.7860000133514404},{"id":"https://openalex.org/keywords/bayesian-hyperparameter-optimization","display_name":"Bayesian hyperparameter optimization","score":0.9829999804496765},{"id":"https://openalex.org/keywords/cross-validation","display_name":"cross-validation","score":0.6110000014305115},{"id":"https://openalex.org/keywords/overfitting-reduction","display_name":"overfitting reduction","score":0.7210000157356262},{"id":"https://openalex.org/keywords/wisconsin-diagnostic-breast-cancer-dataset","display_name":"Wisconsin Breast Cancer dataset","score":0.9089999794960022},{"id":"https://openalex.org/keywords/early-cancer-detection","display_name":"early cancer detection","score":0.5199999809265137}],"concepts":[{"id":"https://openalex.org/C530470458","wikidata":"https://www.wikidata.org/wiki/Q128581","display_name":"Breast cancer","level":3,"score":0.6696897745132446},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.540521502494812},{"id":"https://openalex.org/C121608353","wikidata":"https://www.wikidata.org/wiki/Q12078","display_name":"Cancer","level":2,"score":0.2847457528114319},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.14072498679161072},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.0952623188495636}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.47839/ijc.23.2.3544","doi":"https://doi.org/10.47839/ijc.23.2.3544","is_oa":true,"landing_page_url":"https://doi.org/10.47839/ijc.23.2.3544","pdf_url":"https://computingonline.net/computing/article/view/3544/1159","source":{"id":"https://openalex.org/S2764977685","display_name":"International Journal of Computing","issn_l":"1727-6209","issn":["1727-6209","2312-5381"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","jufo-1","norway-1","poland-20","russia-white-list-2"],"host_organization":"https://openalex.org/P4362643881","host_organization_name":"Research Institute of Intelligent Computer Systems","host_organization_lineage":["https://openalex.org/P4362643881"],"host_organization_lineage_names":["Research Institute of Intelligent Computer Systems"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Computing","raw_type":"journal-article"},{"id":"doi:10.47839/ijc.23.4.3544","doi":"https://doi.org/10.47839/ijc.23.4.3544","is_oa":true,"landing_page_url":"http://dx.doi.org/10.47839/ijc.23.4.3544","pdf_url":null,"source":{"id":"https://openalex.org/S2764977685","display_name":"International Journal of Computing","issn_l":"1727-6209","issn":["1727-6209","2312-5381"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","jufo-1","norway-1","poland-20","russia-white-list-2"],"host_organization":"https://openalex.org/P4362643881","host_organization_name":"Research Institute of Intelligent Computer Systems","host_organization_lineage":["https://openalex.org/P4362643881"],"host_organization_lineage_names":["Research Institute of Intelligent Computer Systems"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Computing","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.47839/ijc.23.2.3544","doi":"https://doi.org/10.47839/ijc.23.2.3544","is_oa":true,"landing_page_url":"https://doi.org/10.47839/ijc.23.2.3544","pdf_url":"https://computingonline.net/computing/article/view/3544/1159","source":{"id":"https://openalex.org/S2764977685","display_name":"International Journal of Computing","issn_l":"1727-6209","issn":["1727-6209","2312-5381"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","jufo-1","norway-1","poland-20","russia-white-list-2"],"host_organization":"https://openalex.org/P4362643881","host_organization_name":"Research Institute of Intelligent Computer Systems","host_organization_lineage":["https://openalex.org/P4362643881"],"host_organization_lineage_names":["Research Institute of Intelligent Computer Systems"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Computing","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.9391000270843506,"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4400399504.pdf","grobid_xml":"https://content.openalex.org/works/W4400399504.grobid-xml"},"referenced_works_count":39,"referenced_works":["https://openalex.org/W2014374971","https://openalex.org/W2094689349","https://openalex.org/W2154568261","https://openalex.org/W2610135452","https://openalex.org/W2733809450","https://openalex.org/W2800002784","https://openalex.org/W2906484232","https://openalex.org/W2922073769","https://openalex.org/W2947548407","https://openalex.org/W2972075926","https://openalex.org/W3003248848","https://openalex.org/W3016703509","https://openalex.org/W3045004532","https://openalex.org/W3048101421","https://openalex.org/W3108206494","https://openalex.org/W3116523255","https://openalex.org/W3127966304","https://openalex.org/W3129125470","https://openalex.org/W3153365659","https://openalex.org/W3172138850","https://openalex.org/W3194803622","https://openalex.org/W3197078391","https://openalex.org/W3202169414","https://openalex.org/W4200175804","https://openalex.org/W4200492002","https://openalex.org/W4205417287","https://openalex.org/W4207007423","https://openalex.org/W4211123279","https://openalex.org/W4213070443","https://openalex.org/W4220706313","https://openalex.org/W4220750587","https://openalex.org/W4220976903","https://openalex.org/W4223632937","https://openalex.org/W4224256947","https://openalex.org/W4280535922","https://openalex.org/W4282943117","https://openalex.org/W4284888391","https://openalex.org/W4307942371","https://openalex.org/W4309455472"],"related_works":["https://openalex.org/W4388038859","https://openalex.org/W7092311367","https://openalex.org/W7170134607","https://openalex.org/W4413043897","https://openalex.org/W4411507310","https://openalex.org/W4293062801","https://openalex.org/W4409114955","https://openalex.org/W3209396995","https://openalex.org/W4220706313","https://openalex.org/W7125492996"],"abstract_inverted_index":{"Breast":[0,185],"cancer":[1],"(BC)":[2],"is":[3,95,109,205],"a":[4,99],"major":[5],"global":[6],"health":[7],"concern.":[8],"Detecting":[9],"BC":[10,33,278],"at":[11],"an":[12,85],"early":[13],"stage":[14],"gives":[15],"more":[16,23,70],"treatment":[17],"options":[18],"and":[19,42,48,69,129,189,209,227,263,275],"can":[20,164,270],"help":[21],"avoid":[22],"aggressive":[24],"treatments.":[25],"The":[26,174,197,235,268],"use":[27,60],"of":[28,44,61,133,159,170,213,219,231,252,277],"machine":[29],"learning":[30,223],"(ML)":[31],"in":[32,135,250],"prediction":[34,168],"offers":[35],"significant":[36,55],"potential":[37],"for":[38,66,111,155,207,285],"improving":[39],"the":[40,59,64,107,115,131,138,152,156,160,167,171,177,180,202,228,242,247,273],"accuracy":[41,128,169,208,253,274],"speed":[43],"diagnosis,":[45],"personalizing":[46],"treatment,":[47],"identifying":[49],"high-risk":[50],"patients.":[51,286],"However,":[52],"there":[53],"are":[54,143],"challenges":[56],"associated":[57],"with":[58,73,137,193,211,241,246],"ML,":[62],"including":[63],"need":[65],"high-quality":[67],"data":[68,91,103,108],"flexible":[71],"models":[72,249],"optimal":[74,153],"parameters":[75],"to":[76,97,102,126,282],"achieve":[77],"high":[78],"efficiency.":[79],"In":[80,113],"this":[81],"paper,":[82],"we":[83],"propose":[84],"optimized":[86,144],"framework":[87,94,116,178,244,269],"based":[88],"on":[89],"multi-stage":[90],"exploration.":[92],"This":[93,162],"designed":[96],"provide":[98],"comprehensive":[100],"approach":[101,163],"exploration,":[104],"ensuring":[105],"that":[106,201],"well-prepared":[110],"ML.":[112],"addition,":[114],"includes":[117],"dynamic":[118],"ensemble-based":[119],"classifiers,":[120],"which":[121,149],"combine":[122],"multiple":[123],"independent":[124],"classifiers":[125,142],"improve":[127,166,272],"mitigate":[130],"risk":[132],"overfitting":[134],"conjunction":[136],"cross-validation":[139],"techniques.":[140],"These":[141],"using":[145,179],"Bayesian":[146],"hyperparameter":[147],"tuning,":[148],"involves":[150],"selecting":[151],"values":[154],"various":[157],"hyperparameters":[158,212],"model.":[161,173],"significantly":[165],"resulting":[172],"study":[175],"evaluates":[176],"publicly":[181],"available":[182],"Wisconsin":[183],"Diagnostic":[184],"Cancer":[186],"(WDBC)":[187],"dataset":[188],"compares":[190],"our":[191],"results":[192,199],"other":[194,248],"state-of-the-art":[195],"models.":[196],"experimental":[198],"show":[200],"best":[203,257],"result":[204],"100%":[206],"recall":[210],"(Ensemble":[214],"Method":[215],"=":[216,221,225,233,255,258,261,266],"AdaBoost,":[217],"Number":[218],"learners":[220],"322,":[222],"rate":[224],"0.9350,":[226],"Maximum":[229],"number":[230],"splits":[232],"1).":[234],"highest":[236],"performance":[237],"has":[238],"been":[239],"achieved":[240],"proposed":[243],"compared":[245],"terms":[251],"(mean":[254],"99.35%,":[256],"100%,":[259],"worst":[260],"98.7%,":[262],"Standard":[264],"Deviation":[265],"0.325).":[267],"potentially":[271],"efficiency":[276],"prediction,":[279],"ultimately":[280],"leading":[281],"better":[283],"outcomes":[284]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-11-10T11:39:43.021295","created_date":"2024-07-07T00:00:00"}