{"id":"https://openalex.org/W2975651211","doi":"https://doi.org/10.1109/iccse.2019.8845515","title":"Diabetes Mellitus Prediction Using Multi-objective Genetic Programming and Majority Voting","display_name":"Diabetes Mellitus Prediction Using Multi-objective Genetic Programming and Majority Voting","publication_year":2019,"publication_date":"2019-08-01","ids":{"openalex":"https://openalex.org/W2975651211","doi":"https://doi.org/10.1109/iccse.2019.8845515","mag":"2975651211"},"language":"en","primary_location":{"id":"doi:10.1109/iccse.2019.8845515","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iccse.2019.8845515","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 14th International Conference on Computer Science & Education (ICCSE)","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/A5087853100","display_name":"Mehmet Bilgehan Erdem","orcid":"https://orcid.org/0000-0002-3799-8826"},"institutions":[{"id":"https://openalex.org/I39470171","display_name":"University of Ontario Institute of Technology","ror":"https://ror.org/016zre027","country_code":"CA","type":"education","lineage":["https://openalex.org/I39470171"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"Mehmet Bilgehan Erdem","raw_affiliation_strings":["Dept. of Electrical, Computer, and Software Engineering, University of Ontario Institute of Technology, Oshawa, Canada"],"affiliations":[{"raw_affiliation_string":"Dept. of Electrical, Computer, and Software Engineering, University of Ontario Institute of Technology, Oshawa, Canada","institution_ids":["https://openalex.org/I39470171"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043578500","display_name":"Zekiye Erdem","orcid":null},"institutions":[{"id":"https://openalex.org/I39470171","display_name":"University of Ontario Institute of Technology","ror":"https://ror.org/016zre027","country_code":"CA","type":"education","lineage":["https://openalex.org/I39470171"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Zekiye Erdem","raw_affiliation_strings":["Dept. of Electrical, Computer, and Software Engineering, University of Ontario Institute of Technology, Oshawa, Canada"],"affiliations":[{"raw_affiliation_string":"Dept. of Electrical, Computer, and Software Engineering, University of Ontario Institute of Technology, Oshawa, Canada","institution_ids":["https://openalex.org/I39470171"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5077727968","display_name":"Shahryar Rahnamayan","orcid":"https://orcid.org/0000-0002-6990-787X"},"institutions":[{"id":"https://openalex.org/I39470171","display_name":"University of Ontario Institute of Technology","ror":"https://ror.org/016zre027","country_code":"CA","type":"education","lineage":["https://openalex.org/I39470171"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Shahryar Rahnamayan","raw_affiliation_strings":["Dept. of Electrical, Computer, and Software Engineering, University of Ontario Institute of Technology, Oshawa, Canada"],"affiliations":[{"raw_affiliation_string":"Dept. of Electrical, Computer, and Software Engineering, University of Ontario Institute of Technology, Oshawa, Canada","institution_ids":["https://openalex.org/I39470171"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5087853100"],"corresponding_institution_ids":["https://openalex.org/I39470171"],"apc_list":null,"apc_paid":null,"fwci":0.28,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.65994654,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":"1","issue":null,"first_page":"953","last_page":"958"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11975","display_name":"Evolutionary Algorithms and Applications","score":0.9998000264167786,"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"}},"topics":[{"id":"https://openalex.org/T11975","display_name":"Evolutionary Algorithms and Applications","score":0.9998000264167786,"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"}},{"id":"https://openalex.org/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.989300012588501,"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"}},{"id":"https://openalex.org/T11663","display_name":"Viral Infectious Diseases and Gene Expression in Insects","score":0.9786999821662903,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/genetic-programming","display_name":"Genetic programming","score":0.755118727684021},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6738763451576233},{"id":"https://openalex.org/keywords/diabetes-mellitus","display_name":"Diabetes mellitus","score":0.6552416086196899},{"id":"https://openalex.org/keywords/symbolic-regression","display_name":"Symbolic regression","score":0.6427870988845825},{"id":"https://openalex.org/keywords/predictive-modelling","display_name":"Predictive modelling","score":0.5237869024276733},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5190566182136536},{"id":"https://openalex.org/keywords/voting","display_name":"Voting","score":0.49005401134490967},{"id":"https://openalex.org/keywords/genetic-algorithm","display_name":"Genetic algorithm","score":0.4494681656360626},{"id":"https://openalex.org/keywords/majority-rule","display_name":"Majority rule","score":0.4379514455795288},{"id":"https://openalex.org/keywords/computation","display_name":"Computation","score":0.4366077184677124},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.40743309259414673},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3938480317592621},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.22740986943244934},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.1634766161441803}],"concepts":[{"id":"https://openalex.org/C110332635","wikidata":"https://www.wikidata.org/wiki/Q629498","display_name":"Genetic programming","level":2,"score":0.755118727684021},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6738763451576233},{"id":"https://openalex.org/C555293320","wikidata":"https://www.wikidata.org/wiki/Q12206","display_name":"Diabetes mellitus","level":2,"score":0.6552416086196899},{"id":"https://openalex.org/C2776400721","wikidata":"https://www.wikidata.org/wiki/Q18171762","display_name":"Symbolic regression","level":3,"score":0.6427870988845825},{"id":"https://openalex.org/C45804977","wikidata":"https://www.wikidata.org/wiki/Q7239673","display_name":"Predictive modelling","level":2,"score":0.5237869024276733},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5190566182136536},{"id":"https://openalex.org/C520049643","wikidata":"https://www.wikidata.org/wiki/Q189760","display_name":"Voting","level":3,"score":0.49005401134490967},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.4494681656360626},{"id":"https://openalex.org/C153668964","wikidata":"https://www.wikidata.org/wiki/Q27636","display_name":"Majority rule","level":2,"score":0.4379514455795288},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.4366077184677124},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.40743309259414673},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3938480317592621},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.22740986943244934},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.1634766161441803},{"id":"https://openalex.org/C134018914","wikidata":"https://www.wikidata.org/wiki/Q162606","display_name":"Endocrinology","level":1,"score":0.0},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iccse.2019.8845515","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iccse.2019.8845515","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 14th International Conference on Computer Science & Education (ICCSE)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3","score":0.5199999809265137}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":13,"referenced_works":["https://openalex.org/W2121162457","https://openalex.org/W2146080612","https://openalex.org/W2158007083","https://openalex.org/W2184957680","https://openalex.org/W2189591068","https://openalex.org/W2316700091","https://openalex.org/W2484845775","https://openalex.org/W2485339112","https://openalex.org/W2762941656","https://openalex.org/W2765163572","https://openalex.org/W6686185991","https://openalex.org/W6699742216","https://openalex.org/W6722393028"],"related_works":["https://openalex.org/W2381504162","https://openalex.org/W2472646430","https://openalex.org/W2968285896","https://openalex.org/W2610450612","https://openalex.org/W2897801744","https://openalex.org/W2558896678","https://openalex.org/W2549153708","https://openalex.org/W2394133867","https://openalex.org/W1994957461","https://openalex.org/W2147355282"],"abstract_inverted_index":{"Diabetes":[0,16,95],"is":[1,9,54,76],"one":[2,128],"of":[3,52,66,100,123,134],"the":[4,42,48,67,92,132],"most":[5],"serious":[6],"diseases":[7],"which":[8],"becoming":[10],"increasingly":[11],"common":[12],"in":[13,98],"recent":[14],"years.":[15],"can":[17],"be":[18],"treated":[19],"and":[20,63,78,126],"its":[21],"consequences":[22],"are":[23,59],"prevented":[24],"or":[25],"delayed":[26],"if":[27],"predicted":[28],"timely.":[29],"This":[30],"paper":[31],"investigates":[32],"an":[33],"evolutionary":[34],"computation":[35],"approach":[36],"for":[37,89,108,120],"diabetes":[38,90,124,135],"prediction.":[39,139],"By":[40],"utilizing":[41],"multi-objective":[43],"Genetic":[44],"Programming":[45],"Symbolic":[46],"Regression,":[47],"prediction":[49,61,125],"accuracy":[50,62],"level":[51,65],"79.17%":[53],"achieved.":[55],"Two":[56],"utilized":[57],"objectives":[58],"namely":[60],"complexity":[64],"created":[68],"model":[69],"(i.e.,":[70],"formula).":[71],"Moreover,":[72],"a":[73],"majority-voting":[74],"scheme":[75],"proposed":[77],"compared":[79],"with":[80],"other":[81],"conventional":[82],"classification":[83],"algorithms.":[84],"A":[85],"widely":[86],"studied":[87],"dataset":[88,96,103],"prediction,":[91],"Pima":[93],"Indian":[94],"shared":[97],"University":[99],"California":[101],"Irvine":[102],"repository,":[104],"has":[105,117],"been":[106],"selected":[107],"conducting":[109],"our":[110],"experimental":[111],"studies.":[112],"The":[113],"work":[114],"presented":[115],"here":[116],"profound":[118],"implications":[119],"future":[121],"applications":[122],"may":[127],"help":[129],"to":[130],"solve":[131],"problem":[133],"by":[136],"their":[137],"timely":[138]},"counts_by_year":[{"year":2023,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}