{"id":"https://openalex.org/W4391548916","doi":"https://doi.org/10.1109/cist56084.2023.10410012","title":"Heart Disease Prediction and Classification Using Machine Learning Algorithms","display_name":"Heart Disease Prediction and Classification Using Machine Learning Algorithms","publication_year":2023,"publication_date":"2023-12-16","ids":{"openalex":"https://openalex.org/W4391548916","doi":"https://doi.org/10.1109/cist56084.2023.10410012"},"language":"en","primary_location":{"id":"doi:10.1109/cist56084.2023.10410012","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/cist56084.2023.10410012","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 7th IEEE Congress on Information Science and Technology (CiSt)","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/A5042393213","display_name":"Khalidou Abdoulaye Barry","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Khalidou Abdoulaye Barry","raw_affiliation_strings":["Faculty of Sciences USMBA,LPAIS Laboratory,Fez,Morocco,3000"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Sciences USMBA,LPAIS Laboratory,Fez,Morocco,3000","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064370510","display_name":"Youness Manzali","orcid":"https://orcid.org/0000-0002-5912-3094"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Youness Manzali","raw_affiliation_strings":["Faculty of Sciences USMBA,LPAIS Laboratory,Fez,Morocco,3000"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Sciences USMBA,LPAIS Laboratory,Fez,Morocco,3000","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5093865992","display_name":"Outmane Labaybi","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Outmane Labaybi","raw_affiliation_strings":["Faculty of Sciences USMBA,LPAIS Laboratory,Fez,Morocco,3000"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Sciences USMBA,LPAIS Laboratory,Fez,Morocco,3000","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5093865993","display_name":"Flouchi Rachid","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Flouchi Rachid","raw_affiliation_strings":["Science and Technologies Faculty, USMBA,Laboratory of Microbial Biotechnology and Bioactive Molecules,Fez,Morocco,BP 2202"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Science and Technologies Faculty, USMBA,Laboratory of Microbial Biotechnology and Bioactive Molecules,Fez,Morocco,BP 2202","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5086885946","display_name":"Mohamed El\u2010Far","orcid":"https://orcid.org/0000-0002-6458-4207"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Mohamed Elfar","raw_affiliation_strings":["Faculty of Sciences USMBA,LPAIS Laboratory,Fez,Morocco,3000"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Sciences USMBA,LPAIS Laboratory,Fez,Morocco,3000","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.334,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.73677975,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"71","last_page":"76"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.9993000030517578,"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":0.9993000030517578,"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/T13690","display_name":"Quality and Safety in Healthcare","score":0.9437999725341797,"subfield":{"id":"https://openalex.org/subfields/3607","display_name":"Medical Laboratory Technology"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6874009370803833},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6220957040786743},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5335776209831238},{"id":"https://openalex.org/keywords/statistical-classification","display_name":"Statistical classification","score":0.5301559567451477},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.34819895029067993}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6874009370803833},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6220957040786743},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5335776209831238},{"id":"https://openalex.org/C110083411","wikidata":"https://www.wikidata.org/wiki/Q1744628","display_name":"Statistical classification","level":2,"score":0.5301559567451477},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.34819895029067993}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/cist56084.2023.10410012","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/cist56084.2023.10410012","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 7th IEEE Congress on Information Science and Technology (CiSt)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":26,"referenced_works":["https://openalex.org/W2066525392","https://openalex.org/W2080084655","https://openalex.org/W2566407663","https://openalex.org/W2786760387","https://openalex.org/W2793384337","https://openalex.org/W2900794383","https://openalex.org/W2902748903","https://openalex.org/W2903099708","https://openalex.org/W2939255545","https://openalex.org/W2949767632","https://openalex.org/W2954788759","https://openalex.org/W2957607889","https://openalex.org/W2998207844","https://openalex.org/W3008157143","https://openalex.org/W3046494856","https://openalex.org/W3092745004","https://openalex.org/W3113552720","https://openalex.org/W3130588842","https://openalex.org/W3134840015","https://openalex.org/W3138655689","https://openalex.org/W3167479723","https://openalex.org/W3175217999","https://openalex.org/W3204889838","https://openalex.org/W3212195148","https://openalex.org/W4282959211","https://openalex.org/W6792183989"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W3046775127","https://openalex.org/W3107602296","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W4364306694","https://openalex.org/W4312192474","https://openalex.org/W4283697347"],"abstract_inverted_index":{"Machine":[0],"learning":[1],"has":[2,119],"been":[3,120],"employed":[4,61],"to":[5,20,52,67],"develop":[6],"a":[7,49,133,146,150,154],"high-performance":[8],"prediction":[9,135],"model":[10],"for":[11],"heart":[12,22],"disease.":[13],"Indeed,":[14],"various":[15],"data":[16,37,70],"can":[17,77],"be":[18,78],"used":[19,45,121],"predict":[21],"disease":[23],"using":[24],"machine":[25],"learning,":[26],"but":[27],"some":[28,86],"of":[29,144,148,152,156,162],"them":[30],"are":[31],"imbalanced":[32,36],"data.":[33],"Therefore,":[34],"these":[35],"require":[38],"special":[39],"treatment.":[40],"In":[41],"this":[42,123],"work,":[43],"we":[44,60,84],"mutual":[46],"information":[47],"as":[48,90],"feature":[50],"selection":[51],"find":[53],"the":[54,62,69,110,138],"best":[55],"features":[56],"in":[57],"our":[58,72,80],"data,":[59],"SMOTE(Synthetic":[63],"Minority":[64],"Oversampling":[65],"Technique)":[66],"balance":[68],"because":[71],"dataset":[73,108],"was":[74,114],"imbalanced,":[75],"which":[76,113,140],"biased":[79],"models\u2019":[81],"performance,":[82],"and":[83,104,118,158],"utilized":[85],"machine-learning":[87],"techniques":[88],"such":[89],"k-nearest-neighbors,":[91],"support":[92],"vector":[93],"machine,":[94],"random":[95],"forest,":[96],"decision":[97],"tree,":[98],"Na\u00efve":[99],"Bayes,":[100],"artificial":[101],"neural":[102],"network,":[103],"logistic":[105],"regression.":[106],"This":[107],"is":[109],"UCI":[111],"dataset,":[112],"downloaded":[115],"from":[116],"Kaggle":[117],"during":[122],"research.":[124],"The":[125],"experimental":[126],"results":[127],"show":[128],"that":[129],"k-nearest":[130],"neighbors":[131],"achieve":[132],"better":[134],"performance":[136],"than":[137],"others,":[139],"provided":[141],"an":[142,159],"accuracy":[143],"0.91,":[145,149],"precision":[147],"recall":[151],"0.94,":[153],"F1-score":[155],"0.92,":[157],"AUC-ROC":[160],"value":[161],"0.906.":[163]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2022,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}