{"id":"https://openalex.org/W4414638844","doi":"https://doi.org/10.1007/978-981-95-0985-0_10","title":"Optimization of Classification Models for Heart Disease: Comparison Between Feature Selection and Dimensionality Reduction Techniques","display_name":"Optimization of Classification Models for Heart Disease: Comparison Between Feature Selection and Dimensionality Reduction Techniques","publication_year":2025,"publication_date":"2025-09-30","ids":{"openalex":"https://openalex.org/W4414638844","doi":"https://doi.org/10.1007/978-981-95-0985-0_10"},"language":"en","primary_location":{"id":"doi:10.1007/978-981-95-0985-0_10","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-981-95-0985-0_10","pdf_url":null,"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":null,"license_id":null,"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":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5065148881","display_name":"Elisabeth Restrepo-Parra","orcid":null},"institutions":[{"id":"https://openalex.org/I36243813","display_name":"Universidad Nacional de Colombia","ror":"https://ror.org/059yx9a68","country_code":"CO","type":"education","lineage":["https://openalex.org/I36243813"]}],"countries":["CO"],"is_corresponding":true,"raw_author_name":"Elisabeth Restrepo-Parra","raw_affiliation_strings":["Laboratorio de F\u00edsica del Plasma, Universidad Nacional de Colombia, 170008, Manizales, Colombia"],"affiliations":[{"raw_affiliation_string":"Laboratorio de F\u00edsica del Plasma, Universidad Nacional de Colombia, 170008, Manizales, Colombia","institution_ids":["https://openalex.org/I36243813"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023617878","display_name":"Paola Ariza-Colpas","orcid":"https://orcid.org/0000-0003-4503-5461"},"institutions":[{"id":"https://openalex.org/I4210112678","display_name":"University of the Coast","ror":"https://ror.org/01v5nhr20","country_code":"CO","type":"education","lineage":["https://openalex.org/I4210112678"]}],"countries":["CO"],"is_corresponding":false,"raw_author_name":"Paola Patricia Ariza-Colpas","raw_affiliation_strings":["Department of Computer Science and Electronics, Universidad de La Costa CUC, 080002, Barranquilla, Colombia"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Electronics, Universidad de La Costa CUC, 080002, Barranquilla, Colombia","institution_ids":["https://openalex.org/I4210112678"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5119772415","display_name":"Laura Victoria Rodr\u00edguez Restrepo","orcid":null},"institutions":[{"id":"https://openalex.org/I36243813","display_name":"Universidad Nacional de Colombia","ror":"https://ror.org/059yx9a68","country_code":"CO","type":"education","lineage":["https://openalex.org/I36243813"]}],"countries":["CO"],"is_corresponding":false,"raw_author_name":"Laura Victoria Rodr\u00edguez Restrepo","raw_affiliation_strings":["Laboratorio de F\u00edsica del Plasma, Universidad Nacional de Colombia, 170008, Manizales, Colombia"],"affiliations":[{"raw_affiliation_string":"Laboratorio de F\u00edsica del Plasma, Universidad Nacional de Colombia, 170008, Manizales, Colombia","institution_ids":["https://openalex.org/I36243813"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019030949","display_name":"Marlon Alberto Pi\u00f1eres-Melo","orcid":"https://orcid.org/0000-0002-1858-2083"},"institutions":[{"id":"https://openalex.org/I142879360","display_name":"Universidad del Norte","ror":"https://ror.org/031e6xm45","country_code":"CO","type":"education","lineage":["https://openalex.org/I142879360"]}],"countries":["CO"],"is_corresponding":false,"raw_author_name":"Marlon Alberto Pi\u00f1eres Melo","raw_affiliation_strings":["Department of Systems Engineering, Universidad del Norte, 081001, Barranquilla, Colombia"],"affiliations":[{"raw_affiliation_string":"Department of Systems Engineering, Universidad del Norte, 081001, Barranquilla, Colombia","institution_ids":["https://openalex.org/I142879360"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5119772416","display_name":"Andrea Camila Acosta-Solorzano","orcid":null},"institutions":[{"id":"https://openalex.org/I36243813","display_name":"Universidad Nacional de Colombia","ror":"https://ror.org/059yx9a68","country_code":"CO","type":"education","lineage":["https://openalex.org/I36243813"]}],"countries":["CO"],"is_corresponding":false,"raw_author_name":"Andrea Camila Acosta-Solorzano","raw_affiliation_strings":["Laboratorio de F\u00edsica del Plasma, Universidad Nacional de Colombia, 170008, Manizales, Colombia"],"affiliations":[{"raw_affiliation_string":"Laboratorio de F\u00edsica del Plasma, Universidad Nacional de Colombia, 170008, Manizales, Colombia","institution_ids":["https://openalex.org/I36243813"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5083295049","display_name":"Miguel Urina\u2010Triana","orcid":"https://orcid.org/0000-0001-6003-4622"},"institutions":[{"id":"https://openalex.org/I4210132036","display_name":"Universidad Sim\u00f3n Bol\u00edvar","ror":"https://ror.org/02njbw696","country_code":"CO","type":"education","lineage":["https://openalex.org/I4210132036"]}],"countries":["CO"],"is_corresponding":false,"raw_author_name":"Miguel Alberto Urina-Triana","raw_affiliation_strings":["Facultad de Ciencias de La Salud, Universidad Sim\u00f3n Bol\u00edvar, 081005, Barranquilla, Colombia"],"affiliations":[{"raw_affiliation_string":"Facultad de Ciencias de La Salud, Universidad Sim\u00f3n Bol\u00edvar, 081005, Barranquilla, Colombia","institution_ids":["https://openalex.org/I4210132036"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5065148881"],"corresponding_institution_ids":["https://openalex.org/I36243813"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.58673288,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"120","last_page":"131"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.9979000091552734,"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":0.9979000091552734,"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/T11652","display_name":"Imbalanced Data Classification Techniques","score":0.9959999918937683,"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/T11021","display_name":"ECG Monitoring and Analysis","score":0.9896000027656555,"subfield":{"id":"https://openalex.org/subfields/2705","display_name":"Cardiology and Cardiovascular Medicine"},"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/feature-selection","display_name":"Feature selection","score":0.840499997138977},{"id":"https://openalex.org/keywords/dimensionality-reduction","display_name":"Dimensionality reduction","score":0.7541999816894531},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.6330999732017517},{"id":"https://openalex.org/keywords/principal-component-analysis","display_name":"Principal component analysis","score":0.5871999859809875},{"id":"https://openalex.org/keywords/curse-of-dimensionality","display_name":"Curse of dimensionality","score":0.5616000294685364},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.546500027179718},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.5152000188827515},{"id":"https://openalex.org/keywords/redundancy","display_name":"Redundancy (engineering)","score":0.4828999936580658},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.4553999900817871}],"concepts":[{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.840499997138977},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7572000026702881},{"id":"https://openalex.org/C70518039","wikidata":"https://www.wikidata.org/wiki/Q16000077","display_name":"Dimensionality reduction","level":2,"score":0.7541999816894531},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6879000067710876},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.6330999732017517},{"id":"https://openalex.org/C27438332","wikidata":"https://www.wikidata.org/wiki/Q2873","display_name":"Principal component analysis","level":2,"score":0.5871999859809875},{"id":"https://openalex.org/C111030470","wikidata":"https://www.wikidata.org/wiki/Q1430460","display_name":"Curse of dimensionality","level":2,"score":0.5616000294685364},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.546500027179718},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.5152000188827515},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5084999799728394},{"id":"https://openalex.org/C152124472","wikidata":"https://www.wikidata.org/wiki/Q1204361","display_name":"Redundancy (engineering)","level":2,"score":0.4828999936580658},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4553999900817871},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.41040000319480896},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.3707999885082245},{"id":"https://openalex.org/C151956035","wikidata":"https://www.wikidata.org/wiki/Q1132755","display_name":"Logistic regression","level":2,"score":0.32839998602867126},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.3246999979019165},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.30570000410079956},{"id":"https://openalex.org/C2780074459","wikidata":"https://www.wikidata.org/wiki/Q389735","display_name":"Heart disease","level":2,"score":0.2985000014305115},{"id":"https://openalex.org/C110083411","wikidata":"https://www.wikidata.org/wiki/Q1744628","display_name":"Statistical classification","level":2,"score":0.29170000553131104},{"id":"https://openalex.org/C111335779","wikidata":"https://www.wikidata.org/wiki/Q3454686","display_name":"Reduction (mathematics)","level":2,"score":0.27559998631477356},{"id":"https://openalex.org/C179799912","wikidata":"https://www.wikidata.org/wiki/Q205084","display_name":"Computational complexity theory","level":2,"score":0.27149999141693115},{"id":"https://openalex.org/C45804977","wikidata":"https://www.wikidata.org/wiki/Q7239673","display_name":"Predictive modelling","level":2,"score":0.2694999873638153},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.2581999897956848},{"id":"https://openalex.org/C93959086","wikidata":"https://www.wikidata.org/wiki/Q6888345","display_name":"Model selection","level":2,"score":0.25589999556541443},{"id":"https://openalex.org/C16811321","wikidata":"https://www.wikidata.org/wiki/Q17138905","display_name":"Minimum redundancy feature selection","level":3,"score":0.2513999938964844}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-981-95-0985-0_10","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-981-95-0985-0_10","pdf_url":null,"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":18,"referenced_works":["https://openalex.org/W2068141066","https://openalex.org/W2148143831","https://openalex.org/W2178720062","https://openalex.org/W2343863069","https://openalex.org/W2549885908","https://openalex.org/W2565522107","https://openalex.org/W2887451702","https://openalex.org/W2889838428","https://openalex.org/W2937971834","https://openalex.org/W2947323400","https://openalex.org/W3020886002","https://openalex.org/W3135128169","https://openalex.org/W4243150065","https://openalex.org/W4244895750","https://openalex.org/W4256049924","https://openalex.org/W4401884803","https://openalex.org/W4407832097","https://openalex.org/W6945358052"],"related_works":[],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}