{"id":"https://openalex.org/W4404029905","doi":"https://doi.org/10.1109/icccnt61001.2024.10725757","title":"Feature Selection for Heart Failure Prediction: A Comparative Analysis of Ranking Algorithms","display_name":"Feature Selection for Heart Failure Prediction: A Comparative Analysis of Ranking Algorithms","publication_year":2024,"publication_date":"2024-06-24","ids":{"openalex":"https://openalex.org/W4404029905","doi":"https://doi.org/10.1109/icccnt61001.2024.10725757"},"language":"en","primary_location":{"id":"doi:10.1109/icccnt61001.2024.10725757","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/icccnt61001.2024.10725757","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 15th International Conference on Computing Communication and Networking Technologies (ICCCNT)","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/A5109287048","display_name":"M. Venkata Subbarao","orcid":null},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"M. Venkata Subbarao","raw_affiliation_strings":["Shri Vishnu Engineering College for Women,Department of ECE,Bhimavaram,India"],"affiliations":[{"raw_affiliation_string":"Shri Vishnu Engineering College for Women,Department of ECE,Bhimavaram,India","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5094188252","display_name":"Lakum Rishitha","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"L. Rishitha","raw_affiliation_strings":["Shri Vishnu Engineering College for Women,Department of ECE,Bhimavaram,India"],"affiliations":[{"raw_affiliation_string":"Shri Vishnu Engineering College for Women,Department of ECE,Bhimavaram,India","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089030295","display_name":"G Girija","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"G. Sai Girija","raw_affiliation_strings":["Shri Vishnu Engineering College for Women,Department of ECE,Bhimavaram,India"],"affiliations":[{"raw_affiliation_string":"Shri Vishnu Engineering College for Women,Department of ECE,Bhimavaram,India","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109779474","display_name":"G. Challa Ram","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"G. Challa Ram","raw_affiliation_strings":["Shri Vishnu Engineering College for Women,Department of ECE,Bhimavaram,India"],"affiliations":[{"raw_affiliation_string":"Shri Vishnu Engineering College for Women,Department of ECE,Bhimavaram,India","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032226361","display_name":"D. Ramesh Varma","orcid":"https://orcid.org/0000-0002-9517-4964"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"D. Ramesh Varma","raw_affiliation_strings":["Shri Vishnu Engineering College for Women,Department of ECE,Bhimavaram,India"],"affiliations":[{"raw_affiliation_string":"Shri Vishnu Engineering College for Women,Department of ECE,Bhimavaram,India","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5079562396","display_name":"D. Girish Kumar","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"D. Girish Kumar","raw_affiliation_strings":["Shri Vishnu Engineering College for Women,Department of ECE,Bhimavaram,India"],"affiliations":[{"raw_affiliation_string":"Shri Vishnu Engineering College for Women,Department of ECE,Bhimavaram,India","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5109287048"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.7201,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.79360859,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.9765999913215637,"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":0.9765999913215637,"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/feature-selection","display_name":"Feature selection","score":0.8290023803710938},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6576157212257385},{"id":"https://openalex.org/keywords/ranking","display_name":"Ranking (information retrieval)","score":0.6456107497215271},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5651963353157043},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.5389820337295532},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5099748373031616},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4975424110889435},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.4498266279697418},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.44731128215789795},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.40944191813468933},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3620486259460449}],"concepts":[{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.8290023803710938},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6576157212257385},{"id":"https://openalex.org/C189430467","wikidata":"https://www.wikidata.org/wiki/Q7293293","display_name":"Ranking (information retrieval)","level":2,"score":0.6456107497215271},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5651963353157043},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.5389820337295532},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5099748373031616},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4975424110889435},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.4498266279697418},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.44731128215789795},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.40944191813468933},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3620486259460449},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icccnt61001.2024.10725757","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/icccnt61001.2024.10725757","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 15th International Conference on Computing Communication and Networking Technologies (ICCCNT)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":10,"referenced_works":["https://openalex.org/W2062302861","https://openalex.org/W2795204643","https://openalex.org/W2802506731","https://openalex.org/W2950964892","https://openalex.org/W2962826307","https://openalex.org/W3000742622","https://openalex.org/W4285208101","https://openalex.org/W4368227742","https://openalex.org/W4385452467","https://openalex.org/W4394796198"],"related_works":["https://openalex.org/W2188500270","https://openalex.org/W2303858293","https://openalex.org/W2915512527","https://openalex.org/W51364034","https://openalex.org/W2793336762","https://openalex.org/W2091548507","https://openalex.org/W2368816706","https://openalex.org/W1494981348","https://openalex.org/W4386564352","https://openalex.org/W2952668426"],"abstract_inverted_index":{"This":[0],"study":[1],"investigates":[2,102],"the":[3,13,38,46,54,63,100,103,123,126,133,152,160,173],"worldwide":[4,174],"predicament":[5],"presented":[6],"by":[7],"cardiovascular":[8,177],"diseases":[9],"(CVDs),":[10],"which":[11],"are":[12],"primary":[14],"contributor":[15],"to":[16,37,72,121,151,171],"mortality,":[17],"accounting":[18],"for":[19],"around":[20],"17.9":[21],"million":[22],"deaths":[23],"each":[24],"year":[25],"and":[26,95,118],"31%":[27],"of":[28,40,49,56,83,105,125,132,135,142,154,163,176],"total":[29],"global":[30],"mortality.":[31],"By":[32],"applying":[33],"machine":[34,155],"learning":[35,156],"(ML)":[36],"analysis":[39,131],"healthcare":[41],"data,":[42],"this":[43,145],"paper":[44],"examines":[45],"predictive":[47],"effectiveness":[48,104],"ML":[50],"models":[51],"in":[52,62,68,138,159],"predicting":[53],"risk":[55],"heart":[57,143,164],"failure.":[58],"The":[59,167],"datasets":[60],"utilised":[61,158],"evaluation":[64],"comprise":[65],"features":[66],"varying":[67],"number":[69],"from":[70],"12":[71],"8.":[73],"To":[74],"forecast":[75],"cardiac":[76],"failure,":[77,144],"it":[78],"integrates":[79],"a":[80,129,148],"wide":[81],"variety":[82],"algorithms,":[84],"including":[85],"Support":[86],"Vector":[87],"Machine":[88],"(SVM),":[89],"Naive":[90],"Bayes,":[91],"Decision":[92],"Tree":[93],"(DT),":[94],"K-Nearest":[96],"Neighbours":[97],"(KNN).":[98],"Furthermore,":[99],"research":[101],"various":[106],"feature":[107],"ranking":[108],"algorithms-minimum":[109],"redundancy":[110],"maximum":[111],"relevance":[112],"(MRMR),":[113],"chisquare":[114],"(Chi2),":[115],"ReliefF,":[116],"ANOVA,":[117],"Kruskal-Wallis-in":[119],"order":[120],"enhance":[122],"performance":[124],"models.":[127],"Through":[128],"comprehensive":[130],"efficacy":[134],"these":[136],"algorithms":[137],"discerning":[139],"pivotal":[140],"predictors":[141],"article":[146],"makes":[147],"valuable":[149],"contribution":[150],"advancement":[153],"methodologies":[157],"early":[161],"detection":[162],"failure":[165],"risk.":[166],"overarching":[168],"objective":[169],"is":[170],"mitigate":[172],"burden":[175],"disease.":[178]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-02-27T16:54:17.756197","created_date":"2025-10-10T00:00:00"}