{"id":"https://openalex.org/W3037622357","doi":"https://doi.org/10.1007/978-3-030-51517-1_26","title":"A Hybrid Approach for Heart Disease Diagnosis and Prediction Using Machine Learning Techniques","display_name":"A Hybrid Approach for Heart Disease Diagnosis and Prediction Using Machine Learning Techniques","publication_year":2020,"publication_date":"2020-01-01","ids":{"openalex":"https://openalex.org/W3037622357","doi":"https://doi.org/10.1007/978-3-030-51517-1_26","mag":"3037622357"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-030-51517-1_26","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-030-51517-1_26","pdf_url":"https://link.springer.com/content/pdf/10.1007%2F978-3-030-51517-1_26.pdf","source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"type":"book-chapter","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007%2F978-3-030-51517-1_26.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5054346448","display_name":"Fatma Zahra Abdeldjouad","orcid":null},"institutions":[{"id":"https://openalex.org/I2802493600","display_name":"Polytechnic School of Algiers","ror":"https://ror.org/05t0zwy08","country_code":"DZ","type":"education","lineage":["https://openalex.org/I2802493600"]},{"id":"https://openalex.org/I4210110082","display_name":"\u00c9cole Nationale Polytechnique d'Oran","ror":"https://ror.org/02p97w646","country_code":"DZ","type":"education","lineage":["https://openalex.org/I4210110082"]}],"countries":["DZ"],"is_corresponding":false,"raw_author_name":"Fatma Zahra Abdeldjouad","raw_affiliation_strings":["National Polytechnic School of Oran - Maurice Audin, Oran, Algeria"],"affiliations":[{"raw_affiliation_string":"National Polytechnic School of Oran - Maurice Audin, Oran, Algeria","institution_ids":["https://openalex.org/I4210110082","https://openalex.org/I2802493600"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033244749","display_name":"Brahami Menaouer","orcid":"https://orcid.org/0000-0003-0045-9797"},"institutions":[{"id":"https://openalex.org/I4210110082","display_name":"\u00c9cole Nationale Polytechnique d'Oran","ror":"https://ror.org/02p97w646","country_code":"DZ","type":"education","lineage":["https://openalex.org/I4210110082"]},{"id":"https://openalex.org/I2802493600","display_name":"Polytechnic School of Algiers","ror":"https://ror.org/05t0zwy08","country_code":"DZ","type":"education","lineage":["https://openalex.org/I2802493600"]}],"countries":["DZ"],"is_corresponding":false,"raw_author_name":"Menaouer Brahami","raw_affiliation_strings":["National Polytechnic School of Oran - Maurice Audin, Oran, Algeria"],"affiliations":[{"raw_affiliation_string":"National Polytechnic School of Oran - Maurice Audin, Oran, Algeria","institution_ids":["https://openalex.org/I4210110082","https://openalex.org/I2802493600"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5003062828","display_name":"Nada Matta","orcid":null},"institutions":[{"id":"https://openalex.org/I140494188","display_name":"Universit\u00e9 de Technologie de Troyes","ror":"https://ror.org/01qhqcj41","country_code":"FR","type":"education","lineage":["https://openalex.org/I140494188"]}],"countries":["FR"],"is_corresponding":true,"raw_author_name":"Nada Matta","raw_affiliation_strings":["University of Technology of Troyes, Troyes, France"],"affiliations":[{"raw_affiliation_string":"University of Technology of Troyes, Troyes, France","institution_ids":["https://openalex.org/I140494188"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5003062828"],"corresponding_institution_ids":["https://openalex.org/I140494188"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":{"value":5000,"currency":"EUR","value_usd":5392},"fwci":28.9887,"has_fulltext":true,"cited_by_count":75,"citation_normalized_percentile":{"value":0.99876771,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"299","last_page":"306"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.9872000217437744,"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":0.9872000217437744,"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/T10820","display_name":"Fuzzy Logic and Control Systems","score":0.9793999791145325,"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/T14351","display_name":"Statistical and Computational Modeling","score":0.917900025844574,"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/machine-learning","display_name":"Machine learning","score":0.7816877365112305},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.747472882270813},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.712501049041748},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.5932669043540955},{"id":"https://openalex.org/keywords/boosting","display_name":"Boosting (machine learning)","score":0.529728353023529},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.5110960602760315},{"id":"https://openalex.org/keywords/logistic-regression","display_name":"Logistic regression","score":0.4210551977157593}],"concepts":[{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.7816877365112305},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.747472882270813},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.712501049041748},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.5932669043540955},{"id":"https://openalex.org/C46686674","wikidata":"https://www.wikidata.org/wiki/Q466303","display_name":"Boosting (machine learning)","level":2,"score":0.529728353023529},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.5110960602760315},{"id":"https://openalex.org/C151956035","wikidata":"https://www.wikidata.org/wiki/Q1132755","display_name":"Logistic regression","level":2,"score":0.4210551977157593}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/978-3-030-51517-1_26","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-030-51517-1_26","pdf_url":"https://link.springer.com/content/pdf/10.1007%2F978-3-030-51517-1_26.pdf","source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},{"id":"pmh:oai:pubmedcentral.nih.gov:7313286","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/7313286","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"The Impact of Digital Technologies on Public Health in Developed and Developing Countries","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1007/978-3-030-51517-1_26","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-030-51517-1_26","pdf_url":"https://link.springer.com/content/pdf/10.1007%2F978-3-030-51517-1_26.pdf","source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"sustainable_development_goals":[{"score":0.6399999856948853,"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3037622357.pdf","grobid_xml":"https://content.openalex.org/works/W3037622357.grobid-xml"},"referenced_works_count":7,"referenced_works":["https://openalex.org/W2750664433","https://openalex.org/W2786055204","https://openalex.org/W2906396551","https://openalex.org/W2912248656","https://openalex.org/W2954507261","https://openalex.org/W2994515746","https://openalex.org/W2995632125"],"related_works":["https://openalex.org/W2125652721","https://openalex.org/W1540371141","https://openalex.org/W1549363203","https://openalex.org/W2154063878","https://openalex.org/W4231274751","https://openalex.org/W2556012038","https://openalex.org/W1489772951","https://openalex.org/W1538046993","https://openalex.org/W3082059448","https://openalex.org/W4313640622"],"abstract_inverted_index":{"Heart":[0],"disease":[1,72],"is":[2,26],"considered":[3],"as":[4,24,79],"one":[5],"of":[6,10,115],"the":[7,13,21,39,111,122],"major":[8],"causes":[9],"death":[11],"throughout":[12],"world.":[14],"It":[15],"cannot":[16],"be":[17],"easily":[18],"predicted":[19],"by":[20],"medical":[22,43],"practitioners":[23],"it":[25],"a":[27,65,127],"difficult":[28],"task":[29],"which":[30],"demands":[31],"expertise":[32],"and":[33,100,113,141],"higher":[34],"knowledge":[35],"for":[36,126],"prediction.":[37,131],"Currently,":[38],"recent":[40],"development":[41],"in":[42,56],"supportive":[44],"technologies":[45],"based":[46],"on":[47],"data":[48],"mining,":[49],"machine":[50,75],"learning":[51,76],"plays":[52],"an":[53],"important":[54],"role":[55],"predicting":[57],"cardiovascular":[58,71,130],"diseases.":[59],"In":[60],"this":[61,109,133],"paper,":[62],"we":[63,135],"propose":[64],"new":[66],"hybrid":[67],"approach":[68],"to":[69],"predict":[70],"using":[73],"different":[74],"techniques":[77],"such":[78],"Logistic":[80],"Regression":[81],"(LR),":[82],"Adaptive":[83],"Boosting":[84],"(AdaBoostM1),":[85],"Multi-Objective":[86],"Evolutionary":[87],"Fuzzy":[88,91,97,101],"Classifier":[89],"(MOEFC),":[90],"Unordered":[92],"Rule":[93],"Induction":[94],"(FURIA),":[95],"Genetic":[96,103],"System-LogitBoost":[98],"(GFS-LB)":[99],"Hybrid":[102],"Based":[104],"Machine":[105],"Learning":[106],"(FH-GBML).":[107],"For":[108],"purpose,":[110],"accuracy":[112],"results":[114],"each":[116],"classifier":[117,124],"have":[118],"been":[119],"compared,":[120],"with":[121],"best":[123],"chosen":[125],"more":[128],"accurate":[129],"With":[132],"objective,":[134],"use":[136],"two":[137],"free":[138],"software":[139],"(Weka":[140],"Keel).":[142]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":18},{"year":2023,"cited_by_count":17},{"year":2022,"cited_by_count":24},{"year":2021,"cited_by_count":5}],"updated_date":"2026-04-02T15:55:50.835912","created_date":"2025-10-10T00:00:00"}