{"id":"https://openalex.org/W4417251058","doi":"https://doi.org/10.1109/bibe66822.2025.00046","title":"Evolutionary Features Selection and Task Level Fusion for Voice Based Heart Failure Prediction","display_name":"Evolutionary Features Selection and Task Level Fusion for Voice Based Heart Failure Prediction","publication_year":2025,"publication_date":"2025-11-06","ids":{"openalex":"https://openalex.org/W4417251058","doi":"https://doi.org/10.1109/bibe66822.2025.00046"},"language":null,"primary_location":{"id":"doi:10.1109/bibe66822.2025.00046","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bibe66822.2025.00046","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE 25th International Conference on Bioinformatics and Bioengineering (BIBE)","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/A5025706831","display_name":"Muniba Ashfaq","orcid":"https://orcid.org/0000-0002-7713-7289"},"institutions":[{"id":"https://openalex.org/I153976015","display_name":"University of Ljubljana","ror":"https://ror.org/05njb9z20","country_code":"SI","type":"education","lineage":["https://openalex.org/I153976015"]}],"countries":["SI"],"is_corresponding":true,"raw_author_name":"Muniba Ashfaq","raw_affiliation_strings":["University of Ljubljana,Faculty of Computer and Information Science,Ljubljana,Slovenia"],"affiliations":[{"raw_affiliation_string":"University of Ljubljana,Faculty of Computer and Information Science,Ljubljana,Slovenia","institution_ids":["https://openalex.org/I153976015"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5045389796","display_name":"Zoran Bosni\u0107","orcid":"https://orcid.org/0000-0003-0501-7146"},"institutions":[{"id":"https://openalex.org/I153976015","display_name":"University of Ljubljana","ror":"https://ror.org/05njb9z20","country_code":"SI","type":"education","lineage":["https://openalex.org/I153976015"]}],"countries":["SI"],"is_corresponding":false,"raw_author_name":"Zoran Bosni\u0107","raw_affiliation_strings":["University of Ljubljana,Faculty of Computer and Information Science,Ljubljana,Slovenia"],"affiliations":[{"raw_affiliation_string":"University of Ljubljana,Faculty of Computer and Information Science,Ljubljana,Slovenia","institution_ids":["https://openalex.org/I153976015"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5025706831"],"corresponding_institution_ids":["https://openalex.org/I153976015"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.48995919,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"225","last_page":"229"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.2879999876022339,"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":0.2879999876022339,"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/T11021","display_name":"ECG Monitoring and Analysis","score":0.1185000017285347,"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"}},{"id":"https://openalex.org/T12419","display_name":"Phonocardiography and Auscultation Techniques","score":0.11190000176429749,"subfield":{"id":"https://openalex.org/subfields/2740","display_name":"Pulmonary and Respiratory 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":0.7753999829292297},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.6972000002861023},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5245000123977661},{"id":"https://openalex.org/keywords/feature-vector","display_name":"Feature vector","score":0.4650999903678894},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.4480000138282776},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.4300999939441681}],"concepts":[{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.7753999829292297},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.6972000002861023},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.670799970626831},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5543000102043152},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5245000123977661},{"id":"https://openalex.org/C83665646","wikidata":"https://www.wikidata.org/wiki/Q42139305","display_name":"Feature vector","level":2,"score":0.4650999903678894},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.4480000138282776},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.4375999867916107},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.4300999939441681},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.4235000014305115},{"id":"https://openalex.org/C2778198053","wikidata":"https://www.wikidata.org/wiki/Q181754","display_name":"Heart failure","level":2,"score":0.3725999891757965},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.3614000082015991},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.3368000090122223},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3353999853134155},{"id":"https://openalex.org/C2779435589","wikidata":"https://www.wikidata.org/wiki/Q967103","display_name":"Heart sounds","level":2,"score":0.27639999985694885}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/bibe66822.2025.00046","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bibe66822.2025.00046","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE 25th International Conference on Bioinformatics and Bioengineering (BIBE)","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":9,"referenced_works":["https://openalex.org/W1971656081","https://openalex.org/W2530921900","https://openalex.org/W3014943908","https://openalex.org/W4318778230","https://openalex.org/W4400803476","https://openalex.org/W4403302631","https://openalex.org/W4409733622","https://openalex.org/W4410840493","https://openalex.org/W4414015552"],"related_works":[],"abstract_inverted_index":{"Heart":[0],"failure":[1,17,63,97],"is":[2,25,48,90],"one":[3,50],"of":[4,8,15,30,43,51,61,123,145,172,180],"the":[5,28,38,52,74,79,111,139,143,169,174,189],"leading":[6],"causes":[7],"death":[9],"among":[10],"cardiovascular":[11],"diseases.":[12],"The":[13,58,81,197],"detection":[14],"heart":[16,44,62,96],"requires":[18,64],"invasive":[19],"and":[20,23,40,46,68,109,114,164,177,195],"time-consuming":[21],"procedures,":[22],"it":[24],"limited":[26],"by":[27],"availability":[29],"specialized":[31],"facilities.":[32],"Non-invasive":[33],"procedures":[34],"are":[35,193],"necessary":[36],"for":[37,55,95,147,161,216],"early":[39],"accurate":[41,59],"prediction":[42,60,140],"failure,":[45],"voice":[47,66,70,88,107,175],"considered":[49],"successful":[53],"biomarkers":[54],"disease":[56],"prediction.":[57,98],"multiple":[65,118],"recordings":[67,89,108,176],"diverse":[69],"patterns":[71],"to":[72,134,211],"reflect":[73],"physiological":[75],"changes":[76],"associated":[77],"with":[78,120,205],"disease.":[80],"high-dimensional":[82],"feature":[83,124,127,154,162,185,208,214],"vector":[84,209,215],"extracted":[85],"from":[86,142],"different":[87,106],"used":[91,130],"in":[92,157],"machine":[93],"learning":[94],"In":[99],"our":[100],"research,":[101],"we":[102,129,201],"carefully":[103],"selected":[104],"5":[105],"identified":[110],"most":[112,190],"frequent":[113,191],"important":[115],"features":[116,136,146,192],"during":[117],"runs":[119],"varying":[121],"numbers":[122],"constraints.":[125],"For":[126],"selection,":[128],"a":[131,152,158,183,206,212],"genetic":[132,159,187],"algorithm":[133,160],"select":[135],"that":[137,200],"maximize":[138],"accuracy":[141,204],"pool":[144],"all":[148,173,217],"tasks.":[149,218],"We":[150],"introduced":[151],"multi-task":[153,184],"balancing":[155],"strategy":[156,167],"selection":[163],"mutation.":[165],"This":[166],"ensures":[168],"equal":[170],"contribution":[171],"promotes":[178],"diversity":[179],"features.":[181],"Using":[182],"balancing-based":[186],"algorithm,":[188],"ranked":[194],"reported.":[196],"results":[198],"show":[199],"achieve":[202],"high":[203],"low-dimensional":[207],"compared":[210],"highdimensional":[213]},"counts_by_year":[],"updated_date":"2026-03-07T16:01:11.037858","created_date":"2025-12-11T00:00:00"}