{"id":"https://openalex.org/W4285791432","doi":"https://doi.org/10.32604/iasc.2023.027977","title":"DLMNN Based Heart Disease Prediction with PD-SS Optimization Algorithm","display_name":"DLMNN Based Heart Disease Prediction with PD-SS Optimization Algorithm","publication_year":2022,"publication_date":"2022-07-19","ids":{"openalex":"https://openalex.org/W4285791432","doi":"https://doi.org/10.32604/iasc.2023.027977"},"language":"en","primary_location":{"id":"doi:10.32604/iasc.2023.027977","is_oa":true,"landing_page_url":"https://doi.org/10.32604/iasc.2023.027977","pdf_url":"https://file.techscience.com/ueditor/files/iasc/TSP_IASC-35-2/TSP_IASC_27977/TSP_IASC_27977.pdf","source":{"id":"https://openalex.org/S40639465","display_name":"Intelligent Automation & Soft Computing","issn_l":"1079-8587","issn":["1079-8587","2326-005X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Intelligent Automation &amp; Soft Computing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://file.techscience.com/ueditor/files/iasc/TSP_IASC-35-2/TSP_IASC_27977/TSP_IASC_27977.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5110634930","display_name":"S. Raghavendra","orcid":null},"institutions":[{"id":"https://openalex.org/I164861460","display_name":"Manipal Academy of Higher Education","ror":"https://ror.org/02xzytt36","country_code":"IN","type":"education","lineage":["https://openalex.org/I164861460"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"S. Raghavendra","raw_affiliation_strings":["Department of Information and Communication Technology, Manipal Institute of Technology, Manipal Academy of Higher Education, Manipal, 576104, India"],"affiliations":[{"raw_affiliation_string":"Department of Information and Communication Technology, Manipal Institute of Technology, Manipal Academy of Higher Education, Manipal, 576104, India","institution_ids":["https://openalex.org/I164861460"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046001321","display_name":"V. K. Parvati","orcid":"https://orcid.org/0000-0001-9296-2060"},"institutions":[{"id":"https://openalex.org/I4210134729","display_name":"SDM College of Medical Science and Hospital","ror":"https://ror.org/03kb9y492","country_code":"IN","type":"healthcare","lineage":["https://openalex.org/I4210134729"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Vasudev Parvati","raw_affiliation_strings":["Department of Information Science and Engineering, SDM College of Engineering and Technology, Dharwad, 580002, India"],"affiliations":[{"raw_affiliation_string":"Department of Information Science and Engineering, SDM College of Engineering and Technology, Dharwad, 580002, India","institution_ids":["https://openalex.org/I4210134729"]}]},{"author_position":"middle","author":{"id":null,"display_name":"R. Manjula","orcid":null},"institutions":[{"id":"https://openalex.org/I145286018","display_name":"SRM Institute of Science and Technology","ror":"https://ror.org/050113w36","country_code":"IN","type":"education","lineage":["https://openalex.org/I145286018"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"R. Manjula","raw_affiliation_strings":["Department of Computer Science and Engineering, School of Computing, SRM Institute of Science and Technology, Kattankulathur, Chennai, 603203, India"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, School of Computing, SRM Institute of Science and Technology, Kattankulathur, Chennai, 603203, India","institution_ids":["https://openalex.org/I145286018"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035690959","display_name":"Ashok Kumar Nanda","orcid":"https://orcid.org/0000-0001-6862-3499"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ashok Kumar Nanda","raw_affiliation_strings":["Department of Computer Science and Engineering, B.V Raju Institute of Technology, Telangana, 502313, India"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, B.V Raju Institute of Technology, Telangana, 502313, India","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018626199","display_name":"Ruby Singh","orcid":null},"institutions":[{"id":"https://openalex.org/I145286018","display_name":"SRM Institute of Science and Technology","ror":"https://ror.org/050113w36","country_code":"IN","type":"education","lineage":["https://openalex.org/I145286018"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Ruby Singh","raw_affiliation_strings":["Faculty of Engineering and Technology, SRM Institute of Science and Technology, NCR Campus, Uttar Prasesh, 201204, India"],"affiliations":[{"raw_affiliation_string":"Faculty of Engineering and Technology, SRM Institute of Science and Technology, NCR Campus, Uttar Prasesh, 201204, India","institution_ids":["https://openalex.org/I145286018"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110453674","display_name":"D. Rajya Lakshmi","orcid":null},"institutions":[{"id":"https://openalex.org/I152391192","display_name":"Madhya Pradesh Bhoj Open University","ror":"https://ror.org/02j3w7f30","country_code":"IN","type":"education","lineage":["https://openalex.org/I152391192"]},{"id":"https://openalex.org/I464993","display_name":"Barkatullah University","ror":"https://ror.org/02ax13658","country_code":"IN","type":"education","lineage":["https://openalex.org/I464993"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"D. Lakshmi","raw_affiliation_strings":["School of Computing Science and Engineering, VIT Bhopal University, Madhya Pradesh, 466114, India"],"affiliations":[{"raw_affiliation_string":"School of Computing Science and Engineering, VIT Bhopal University, Madhya Pradesh, 466114, India","institution_ids":["https://openalex.org/I152391192","https://openalex.org/I464993"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5077997333","display_name":"S. Velmurugan","orcid":null},"institutions":[{"id":"https://openalex.org/I9523339","display_name":"National Institute of Technology Meghalaya","ror":"https://ror.org/020vd6n84","country_code":"IN","type":"education","lineage":["https://openalex.org/I9523339"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"S. Velmurugan","raw_affiliation_strings":["Department of Computer Science and Engineering, Vel Tech Multi Tech Dr. Rangarajan Dr. Sakunthala Engineering College, Chennai, 600062, India"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Vel Tech Multi Tech Dr. Rangarajan Dr. Sakunthala Engineering College, Chennai, 600062, India","institution_ids":["https://openalex.org/I9523339"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5077997333"],"corresponding_institution_ids":["https://openalex.org/I9523339"],"apc_list":null,"apc_paid":null,"fwci":0.5386,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.77994831,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":96},"biblio":{"volume":"35","issue":"2","first_page":"1353","last_page":"1368"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.9994999766349792,"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":0.9994999766349792,"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/T13702","display_name":"Machine Learning in Healthcare","score":0.9083999991416931,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6423060297966003},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6184492111206055},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6129062175750732},{"id":"https://openalex.org/keywords/disease","display_name":"Disease","score":0.5403286814689636},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5387130379676819},{"id":"https://openalex.org/keywords/categorization","display_name":"Categorization","score":0.5269150137901306},{"id":"https://openalex.org/keywords/heart-disease","display_name":"Heart disease","score":0.5018270015716553},{"id":"https://openalex.org/keywords/construct","display_name":"Construct (python library)","score":0.5004720687866211},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.4952181875705719},{"id":"https://openalex.org/keywords/recall","display_name":"Recall","score":0.4331849217414856},{"id":"https://openalex.org/keywords/heart-failure","display_name":"Heart failure","score":0.42735400795936584},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.35031482577323914},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.34506842494010925},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.1796134114265442}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6423060297966003},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6184492111206055},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6129062175750732},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.5403286814689636},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5387130379676819},{"id":"https://openalex.org/C94124525","wikidata":"https://www.wikidata.org/wiki/Q912550","display_name":"Categorization","level":2,"score":0.5269150137901306},{"id":"https://openalex.org/C2780074459","wikidata":"https://www.wikidata.org/wiki/Q389735","display_name":"Heart disease","level":2,"score":0.5018270015716553},{"id":"https://openalex.org/C2780801425","wikidata":"https://www.wikidata.org/wiki/Q5164392","display_name":"Construct (python library)","level":2,"score":0.5004720687866211},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.4952181875705719},{"id":"https://openalex.org/C100660578","wikidata":"https://www.wikidata.org/wiki/Q18733","display_name":"Recall","level":2,"score":0.4331849217414856},{"id":"https://openalex.org/C2778198053","wikidata":"https://www.wikidata.org/wiki/Q181754","display_name":"Heart failure","level":2,"score":0.42735400795936584},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.35031482577323914},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.34506842494010925},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.1796134114265442},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","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:10.32604/iasc.2023.027977","is_oa":true,"landing_page_url":"https://doi.org/10.32604/iasc.2023.027977","pdf_url":"https://file.techscience.com/ueditor/files/iasc/TSP_IASC-35-2/TSP_IASC_27977/TSP_IASC_27977.pdf","source":{"id":"https://openalex.org/S40639465","display_name":"Intelligent Automation & Soft Computing","issn_l":"1079-8587","issn":["1079-8587","2326-005X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Intelligent Automation &amp; Soft Computing","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.32604/iasc.2023.027977","is_oa":true,"landing_page_url":"https://doi.org/10.32604/iasc.2023.027977","pdf_url":"https://file.techscience.com/ueditor/files/iasc/TSP_IASC-35-2/TSP_IASC_27977/TSP_IASC_27977.pdf","source":{"id":"https://openalex.org/S40639465","display_name":"Intelligent Automation & Soft Computing","issn_l":"1079-8587","issn":["1079-8587","2326-005X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Intelligent Automation &amp; Soft Computing","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","score":0.75,"display_name":"Good health and well-being"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4285791432.pdf","grobid_xml":"https://content.openalex.org/works/W4285791432.grobid-xml"},"referenced_works_count":26,"referenced_works":["https://openalex.org/W1989164753","https://openalex.org/W2035510150","https://openalex.org/W2110121091","https://openalex.org/W2147273498","https://openalex.org/W2163215699","https://openalex.org/W2338349399","https://openalex.org/W2626822883","https://openalex.org/W2802051471","https://openalex.org/W2895999059","https://openalex.org/W2900794383","https://openalex.org/W2903099708","https://openalex.org/W2931878392","https://openalex.org/W2949767632","https://openalex.org/W2951478627","https://openalex.org/W2990726790","https://openalex.org/W3011458709","https://openalex.org/W3036842656","https://openalex.org/W3039534199","https://openalex.org/W3124797858","https://openalex.org/W3192230747","https://openalex.org/W3197622673","https://openalex.org/W3205772653","https://openalex.org/W4200014858","https://openalex.org/W4200181556","https://openalex.org/W6642160325","https://openalex.org/W6746859235"],"related_works":["https://openalex.org/W2899084033","https://openalex.org/W4293525103","https://openalex.org/W3200179079","https://openalex.org/W4225307033","https://openalex.org/W3087493185","https://openalex.org/W4289229720","https://openalex.org/W4312332763","https://openalex.org/W4226197438","https://openalex.org/W4289865842","https://openalex.org/W3126997934"],"abstract_inverted_index":{"In":[0],"contemporary":[1],"medicine,":[2],"cardiovascular":[3],"disease":[4,198,222],"is":[5,94],"a":[6,57,76,83,104,122,139,180,185,196,203],"major":[7],"public":[8],"health":[9],"concern.":[10],"Cardiovascular":[11],"diseases":[12,65],"are":[13,23,66,191],"one":[14],"of":[15,19,59,79,85,91,98,103,110,116,174,178,182,187],"the":[16,95,101,107,114,117,149,156,161,215],"leading":[17],"causes":[18],"death":[20],"worldwide.":[21],"They":[22],"classified":[24],"as":[25,56,82],"vascular,":[26],"ischemic,":[27],"or":[28],"hypertensive.":[29],"Clinical":[30],"information":[31],"contained":[32],"in":[33,53,61,70,229],"patients\u2019":[34],"Electronic":[35],"Health":[36],"Records":[37],"(EHR)":[38],"enables":[39],"clinicians":[40],"to":[41,213,237],"identify":[42],"and":[43,106,132,184,193,239],"monitor":[44],"heart":[45,197,221],"illness.":[46],"Heart":[47,64,165],"failure":[48],"rates":[49],"have":[50],"risen":[51],"dramatically":[52],"recent":[54],"years":[55],"result":[58,84,228],"changes":[60],"modern":[62],"lifestyles.":[63],"becoming":[67],"more":[68],"prevalent":[69],"today\u2019s":[71],"medical":[72],"setting.":[73],"Each":[74],"year,":[75],"substantial":[77],"number":[78],"people":[80],"die":[81],"cardiac":[86],"pain.":[87],"The":[88,168],"primary":[89],"cause":[90],"these":[92],"deaths":[93],"improper":[96],"use":[97],"pharmaceuticals":[99],"without":[100],"supervision":[102],"physician":[105],"late":[108],"detection":[109],"diseases.":[111],"To":[112],"improve":[113],"efficiency":[115],"classification":[118,158],"algorithms,":[119],"we":[120],"construct":[121],"data":[123],"pre-processing":[124],"stage":[125],"using":[126,130],"feature":[127],"selection.":[128],"Experiments":[129],"unidirectional":[131],"bidirectional":[133],"neural":[134],"network":[135],"models":[136,209,232],"found":[137],"that":[138,202,233],"Deep":[140],"Learning":[141,164],"Modified":[142],"Neural":[143],"Network":[144],"(DLMNN)":[145],"model":[146],"combined":[147],"with":[148],"Pet":[150],"Dog-Smell":[151],"Sensing":[152],"(PD-SS)":[153],"algorithm":[154],"predicted":[155],"highest":[157],"performance":[159],"on":[160,207],"UCI":[162],"Machine":[163],"Disease":[166],"dataset.":[167,199,223],"DLMNN-based":[169],"PDSS":[170],"achieved":[171],"an":[172,176,219],"accuracy":[173],"94.21%,":[175],"F-score":[177],"92.38%,":[179],"recall":[181],"94.62%,":[183],"precision":[186],"93.86%.":[188],"These":[189],"results":[190],"competitive":[192],"promising":[194],"for":[195,218],"We":[200],"demonstrated":[201],"DLMNN":[204],"framework":[205],"based":[206],"deep":[208],"may":[210],"be":[211,235],"used":[212],"solve":[214],"categorization":[216],"problem":[217],"unbalanced":[220],"Our":[224],"proposed":[225],"approach":[226],"can":[227,234],"exceptionally":[230],"accurate":[231],"utilized":[236],"analyze":[238],"diagnose":[240],"clinical":[241],"real-world":[242],"data.":[243]},"counts_by_year":[{"year":2024,"cited_by_count":2}],"updated_date":"2026-04-16T08:26:57.006410","created_date":"2025-10-10T00:00:00"}
