{"id":"https://openalex.org/W4409897933","doi":"https://doi.org/10.7717/peerj-cs.2834","title":"A feature selection method utilizing path accumulation cost, redundancy minimization, and interaction maximization for the diagnosis of coronary heart disease","display_name":"A feature selection method utilizing path accumulation cost, redundancy minimization, and interaction maximization for the diagnosis of coronary heart disease","publication_year":2025,"publication_date":"2025-04-28","ids":{"openalex":"https://openalex.org/W4409897933","doi":"https://doi.org/10.7717/peerj-cs.2834","pmid":"https://pubmed.ncbi.nlm.nih.gov/40567787"},"language":"en","primary_location":{"id":"doi:10.7717/peerj-cs.2834","is_oa":true,"landing_page_url":"https://doi.org/10.7717/peerj-cs.2834","pdf_url":"https://peerj.com/articles/cs-2834.pdf","source":{"id":"https://openalex.org/S4210178049","display_name":"PeerJ Computer Science","issn_l":"2376-5992","issn":["2376-5992"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320104","host_organization_name":"PeerJ, Inc.","host_organization_lineage":["https://openalex.org/P4310320104"],"host_organization_lineage_names":["PeerJ, Inc."],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"PeerJ Computer Science","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://peerj.com/articles/cs-2834.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101120895","display_name":"Jiayao Jiang","orcid":null},"institutions":[{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiayao Jiang","raw_affiliation_strings":["School of Life Science and Technology, Huazhong University of Science and Technology, Wuhan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Life Science and Technology, Huazhong University of Science and Technology, Wuhan, China","institution_ids":["https://openalex.org/I47720641"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101134822","display_name":"Yue Zheng","orcid":"https://orcid.org/0000-0003-2248-6411"},"institutions":[{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zheng Yue","raw_affiliation_strings":["School of Life Science and Technology, Huazhong University of Science and Technology, Wuhan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Life Science and Technology, Huazhong University of Science and Technology, Wuhan, China","institution_ids":["https://openalex.org/I47720641"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103202381","display_name":"Hongling Zhu","orcid":"https://orcid.org/0000-0002-0695-2569"},"institutions":[{"id":"https://openalex.org/I4210160344","display_name":"Tongji Hospital","ror":"https://ror.org/04xy45965","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210160344"]},{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hongling Zhu","raw_affiliation_strings":["Division of Cardiology, Tongji Hospital, Huazhong University of Science and Technology, Wuhan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Division of Cardiology, Tongji Hospital, Huazhong University of Science and Technology, Wuhan, China","institution_ids":["https://openalex.org/I4210160344","https://openalex.org/I47720641"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100322921","display_name":"Yan Wang","orcid":"https://orcid.org/0000-0003-2046-7604"},"institutions":[{"id":"https://openalex.org/I4210160344","display_name":"Tongji Hospital","ror":"https://ror.org/04xy45965","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210160344"]},{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yan Wang","raw_affiliation_strings":["Division of Cardiology, Tongji Hospital, Huazhong University of Science and Technology, Wuhan, China"],"raw_orcid":"https://orcid.org/0000-0003-2046-7604","affiliations":[{"raw_affiliation_string":"Division of Cardiology, Tongji Hospital, Huazhong University of Science and Technology, Wuhan, China","institution_ids":["https://openalex.org/I4210160344","https://openalex.org/I47720641"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5099005477","display_name":"Hongsen Cai","orcid":null},"institutions":[{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hongsen Cai","raw_affiliation_strings":["School of Life Science and Technology, Huazhong University of Science and Technology, Wuhan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Life Science and Technology, Huazhong University of Science and Technology, Wuhan, China","institution_ids":["https://openalex.org/I47720641"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5015541021","display_name":"Wenguang Hou","orcid":"https://orcid.org/0000-0002-0986-6906"},"institutions":[{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenguang Hou","raw_affiliation_strings":["School of Life Science and Technology, Huazhong University of Science and Technology, Wuhan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Life Science and Technology, Huazhong University of Science and Technology, Wuhan, China","institution_ids":["https://openalex.org/I47720641"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1395,"currency":"USD","value_usd":1395},"apc_paid":{"value":1395,"currency":"USD","value_usd":1395},"fwci":3.195,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.92763247,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":98},"biblio":{"volume":"11","issue":null,"first_page":"e2834","last_page":"e2834"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.2328999936580658,"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":0.2328999936580658,"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":0.14309999346733093,"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/T10193","display_name":"Coronary Interventions and Diagnostics","score":0.10490000247955322,"subfield":{"id":"https://openalex.org/subfields/2746","display_name":"Surgery"},"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/cost-minimization-analysis","display_name":"Cost-minimization analysis","score":0.754104733467102},{"id":"https://openalex.org/keywords/maximization","display_name":"Maximization","score":0.7272523045539856},{"id":"https://openalex.org/keywords/redundancy","display_name":"Redundancy (engineering)","score":0.7219461798667908},{"id":"https://openalex.org/keywords/minification","display_name":"Minification","score":0.7192338109016418},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.6162508726119995},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.5602858066558838},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5546674132347107},{"id":"https://openalex.org/keywords/path","display_name":"Path (computing)","score":0.4990508556365967},{"id":"https://openalex.org/keywords/coronary-heart-disease","display_name":"Coronary heart disease","score":0.4924822747707367},{"id":"https://openalex.org/keywords/disease","display_name":"Disease","score":0.44317394495010376},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.36025935411453247},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.3521197736263275},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.30146026611328125},{"id":"https://openalex.org/keywords/cardiology","display_name":"Cardiology","score":0.2744704484939575},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.23384368419647217},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.22789746522903442},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.10545217990875244}],"concepts":[{"id":"https://openalex.org/C2781072439","wikidata":"https://www.wikidata.org/wiki/Q5174738","display_name":"Cost-minimization analysis","level":2,"score":0.754104733467102},{"id":"https://openalex.org/C2776330181","wikidata":"https://www.wikidata.org/wiki/Q18358244","display_name":"Maximization","level":2,"score":0.7272523045539856},{"id":"https://openalex.org/C152124472","wikidata":"https://www.wikidata.org/wiki/Q1204361","display_name":"Redundancy (engineering)","level":2,"score":0.7219461798667908},{"id":"https://openalex.org/C147764199","wikidata":"https://www.wikidata.org/wiki/Q6865248","display_name":"Minification","level":2,"score":0.7192338109016418},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.6162508726119995},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.5602858066558838},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5546674132347107},{"id":"https://openalex.org/C2777735758","wikidata":"https://www.wikidata.org/wiki/Q817765","display_name":"Path (computing)","level":2,"score":0.4990508556365967},{"id":"https://openalex.org/C3018906752","wikidata":"https://www.wikidata.org/wiki/Q844935","display_name":"Coronary heart disease","level":2,"score":0.4924822747707367},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.44317394495010376},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.36025935411453247},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.3521197736263275},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.30146026611328125},{"id":"https://openalex.org/C164705383","wikidata":"https://www.wikidata.org/wiki/Q10379","display_name":"Cardiology","level":1,"score":0.2744704484939575},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.23384368419647217},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.22789746522903442},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.10545217990875244},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.7717/peerj-cs.2834","is_oa":true,"landing_page_url":"https://doi.org/10.7717/peerj-cs.2834","pdf_url":"https://peerj.com/articles/cs-2834.pdf","source":{"id":"https://openalex.org/S4210178049","display_name":"PeerJ Computer Science","issn_l":"2376-5992","issn":["2376-5992"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320104","host_organization_name":"PeerJ, Inc.","host_organization_lineage":["https://openalex.org/P4310320104"],"host_organization_lineage_names":["PeerJ, Inc."],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"PeerJ Computer Science","raw_type":"journal-article"},{"id":"pmid:40567787","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40567787","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"PeerJ. Computer science","raw_type":"Journal Article"},{"id":"pmh:oai:pubmedcentral.nih.gov:12190288","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/12190288","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"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":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"PeerJ Comput Sci","raw_type":"Text"},{"id":"pmh:oai:doaj.org/article:d011f17978d24daeaeece29ed3145a57","is_oa":true,"landing_page_url":"https://doaj.org/article/d011f17978d24daeaeece29ed3145a57","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"PeerJ Computer Science, Vol 11, p e2834 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.7717/peerj-cs.2834","is_oa":true,"landing_page_url":"https://doi.org/10.7717/peerj-cs.2834","pdf_url":"https://peerj.com/articles/cs-2834.pdf","source":{"id":"https://openalex.org/S4210178049","display_name":"PeerJ Computer Science","issn_l":"2376-5992","issn":["2376-5992"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320104","host_organization_name":"PeerJ, Inc.","host_organization_lineage":["https://openalex.org/P4310320104"],"host_organization_lineage_names":["PeerJ, Inc."],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"PeerJ Computer Science","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G703070747","display_name":null,"funder_award_id":"2022YFE0209900","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"}],"funders":[{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4409897933.pdf","grobid_xml":"https://content.openalex.org/works/W4409897933.grobid-xml"},"referenced_works_count":35,"referenced_works":["https://openalex.org/W1560107318","https://openalex.org/W1570448133","https://openalex.org/W1585743408","https://openalex.org/W1661871015","https://openalex.org/W2020176002","https://openalex.org/W2078093994","https://openalex.org/W2143043751","https://openalex.org/W2154053567","https://openalex.org/W2169038408","https://openalex.org/W2295598076","https://openalex.org/W2900278036","https://openalex.org/W2964278775","https://openalex.org/W2982980439","https://openalex.org/W2987016131","https://openalex.org/W2997674406","https://openalex.org/W3007979943","https://openalex.org/W3023211159","https://openalex.org/W3025506110","https://openalex.org/W3103897629","https://openalex.org/W3104386278","https://openalex.org/W3128782210","https://openalex.org/W3167274212","https://openalex.org/W3177781640","https://openalex.org/W4307045179","https://openalex.org/W4308603248","https://openalex.org/W4310358469","https://openalex.org/W4312172280","https://openalex.org/W4313414462","https://openalex.org/W4319341847","https://openalex.org/W6633497745","https://openalex.org/W6635046684","https://openalex.org/W6636914306","https://openalex.org/W6682496738","https://openalex.org/W6777663710","https://openalex.org/W6910681941"],"related_works":["https://openalex.org/W1546024690","https://openalex.org/W2375908345","https://openalex.org/W2494338568","https://openalex.org/W2347221512","https://openalex.org/W1990183724","https://openalex.org/W1495042958","https://openalex.org/W2156571267","https://openalex.org/W2747166117","https://openalex.org/W2016341656","https://openalex.org/W4399695172"],"abstract_inverted_index":{"Background:":[0],"Coronary":[1],"heart":[2],"disease":[3],"(CHD)":[4],"is":[5,92],"a":[6,39],"major":[7],"cause":[8],"of":[9,16,27,108,133],"mortality":[10],"worldwide,":[11],"with":[12,77],"an":[13,69,127],"increasing":[14],"trend":[15],"affecting":[17],"younger":[18],"populations.":[19],"The":[20,123],"asymptomatic":[21],"early":[22,60,131],"stages":[23],"and":[24,80,111,142],"rapid":[25],"progression":[26],"CHD":[28,61,134,152],"make":[29],"diagnosis":[30],"challenging,":[31],"necessitating":[32],"efficient":[33,128],"diagnostic":[34,55,140],"approaches.":[35],"Methods:":[36],"We":[37],"propose":[38],"novel":[40],"algorithm":[41,101],"that":[42,99],"focuses":[43],"on":[44,88],"accumulating":[45],"soft":[46],"path":[47],"costs":[48],"to":[49,58,74,149],"discern":[50],"crucial":[51],"indicators":[52],"from":[53],"extensive":[54],"tests,":[56],"aiming":[57],"improve":[59],"identification.":[62],"Our":[63],"approach":[64,125],"emphasizes":[65],"feature":[66,112,120],"interaction":[67,70,79],"using":[68],"accumulation":[71],"evaluation":[72],"function":[73],"identify":[75],"features":[76],"maximal":[78],"minimal":[81],"redundancy.":[82],"A":[83],"new":[84],"stopping":[85],"criterion":[86],"based":[87],"information":[89],"gain":[90],"ratio":[91],"also":[93,116],"introduced.":[94],"Results:":[95],"Experimental":[96],"outcomes":[97],"demonstrate":[98],"our":[100],"outperforms":[102],"several":[103],"classical":[104],"algorithms":[105],"in":[106],"terms":[107],"classification":[109],"accuracy":[110],"dimension":[113],"reduction,":[114],"while":[115],"identifying":[117,136],"highly":[118],"correlated":[119],"subsets.":[121],"Conclusion:":[122],"proposed":[124],"offers":[126],"solution":[129],"for":[130],"detection":[132],"by":[135],"critical":[137],"indicators,":[138],"reducing":[139],"complexity,":[141],"improving":[143],"predictive":[144],"accuracy,":[145],"thus":[146],"potentially":[147],"leading":[148],"more":[150],"effective":[151],"management.":[153]},"counts_by_year":[{"year":2026,"cited_by_count":2}],"updated_date":"2026-08-21T09:56:20.448147","created_date":"2025-10-10T00:00:00"}