{"id":"https://openalex.org/W4403278720","doi":"https://doi.org/10.1109/is61756.2024.10705168","title":"Comparative Analysis of Machine Learning Techniques for Enhanced Predictive Modeling in Healthcare","display_name":"Comparative Analysis of Machine Learning Techniques for Enhanced Predictive Modeling in Healthcare","publication_year":2024,"publication_date":"2024-08-29","ids":{"openalex":"https://openalex.org/W4403278720","doi":"https://doi.org/10.1109/is61756.2024.10705168"},"language":"en","primary_location":{"id":"doi:10.1109/is61756.2024.10705168","is_oa":false,"landing_page_url":"https://doi.org/10.1109/is61756.2024.10705168","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE 12th International Conference on Intelligent Systems (IS)","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/A5111281736","display_name":"Advika Arya","orcid":null},"institutions":[{"id":"https://openalex.org/I1343180700","display_name":"Intel (United States)","ror":"https://ror.org/01ek73717","country_code":"US","type":"company","lineage":["https://openalex.org/I1343180700"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Advika Arya","raw_affiliation_strings":["IntelliScience Research Institute,Department of Mechanical Engineering,San Jose,United States of America"],"affiliations":[{"raw_affiliation_string":"IntelliScience Research Institute,Department of Mechanical Engineering,San Jose,United States of America","institution_ids":["https://openalex.org/I1343180700"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112951523","display_name":"Farwa Kazmi","orcid":null},"institutions":[{"id":"https://openalex.org/I1343180700","display_name":"Intel (United States)","ror":"https://ror.org/01ek73717","country_code":"US","type":"company","lineage":["https://openalex.org/I1343180700"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Farwa Kazmi","raw_affiliation_strings":["IntelliScience Research Institute,Department of Mechanical Engineering,San Jose,United States of America"],"affiliations":[{"raw_affiliation_string":"IntelliScience Research Institute,Department of Mechanical Engineering,San Jose,United States of America","institution_ids":["https://openalex.org/I1343180700"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100824440","display_name":"Sohail Zaidi","orcid":null},"institutions":[{"id":"https://openalex.org/I51504820","display_name":"San Jose State University","ror":"https://ror.org/04qyvz380","country_code":"US","type":"education","lineage":["https://openalex.org/I51504820"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sohail Zaidi","raw_affiliation_strings":["San Jose State University,Department of Mechanical Engineering,San Jose,United States of America"],"affiliations":[{"raw_affiliation_string":"San Jose State University,Department of Mechanical Engineering,San Jose,United States of America","institution_ids":["https://openalex.org/I51504820"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5111281736"],"corresponding_institution_ids":["https://openalex.org/I1343180700"],"apc_list":null,"apc_paid":null,"fwci":1.4494,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.86778604,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.6844000220298767,"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":0.6844000220298767,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6769455075263977},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.6276991963386536},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5091704726219177},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4790124297142029}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6769455075263977},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.6276991963386536},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5091704726219177},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4790124297142029},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/is61756.2024.10705168","is_oa":false,"landing_page_url":"https://doi.org/10.1109/is61756.2024.10705168","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE 12th International Conference on Intelligent Systems (IS)","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":8,"referenced_works":["https://openalex.org/W658977683","https://openalex.org/W2165884492","https://openalex.org/W2811122957","https://openalex.org/W2994870350","https://openalex.org/W4236941632","https://openalex.org/W4297238324","https://openalex.org/W4309070504","https://openalex.org/W6785115677"],"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":{"Recently,":[0],"there":[1],"has":[2],"been":[3],"a":[4],"surge":[5],"in":[6,9,22,53,108,112],"predictive":[7,32,110],"modeling":[8,111],"healthcare":[10],"because":[11],"it":[12],"can":[13,27],"save":[14],"lives":[15],"through":[16],"early":[17],"diagnostics":[18],"and":[19,24,37,49,69,78],"treatments.":[20],"Advances":[21],"algorithms":[23],"computing":[25],"power":[26],"be":[28],"harnessed":[29],"to":[30],"develop":[31],"models":[33,52,87],"using":[34,58],"Python-based":[35,66],"programs":[36],"automated":[38,50,105],"ML":[39,51,106],"platforms.":[40],"This":[41,98],"study":[42],"compares":[43],"the":[44,61,94,102],"performance":[45],"of":[46,91,104],"neural":[47,67,95],"networks":[48,68],"predicting":[54],"coronary":[55],"heart":[56],"disease":[57],"data":[59],"from":[60],"UCI":[62],"repository.":[63],"We":[64],"utilized":[65],"IBM":[70,85],"Watson's":[71,86],"Snap":[72],"Logistic":[73,79],"Regression,":[74],"Extra":[75],"Trees":[76],"Classifier,":[77],"Regression.":[80],"Our":[81],"results":[82],"show":[83],"that":[84],"achieved":[88],"an":[89],"accuracy":[90],"86%,":[92],"outperforming":[93],"network's":[96],"80%.":[97],"comparative":[99],"analysis":[100],"highlights":[101],"potential":[103],"platforms":[107],"enhancing":[109],"healthcare.":[113]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2025-12-27T23:08:20.325037","created_date":"2025-10-10T00:00:00"}
