{"id":"https://openalex.org/W3042942523","doi":"https://doi.org/10.5220/0009893903280338","title":"A CART-based Genetic Algorithm for Constructing Higher Accuracy Decision Trees","display_name":"A CART-based Genetic Algorithm for Constructing Higher Accuracy Decision Trees","publication_year":2020,"publication_date":"2020-01-01","ids":{"openalex":"https://openalex.org/W3042942523","doi":"https://doi.org/10.5220/0009893903280338","mag":"3042942523"},"language":"en","primary_location":{"id":"doi:10.5220/0009893903280338","is_oa":true,"landing_page_url":"https://doi.org/10.5220/0009893903280338","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 9th International Conference on Data Science, Technology and Applications","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.5220/0009893903280338","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5029544571","display_name":"Elif Ersoy","orcid":"https://orcid.org/0000-0001-8997-3834"},"institutions":[{"id":"https://openalex.org/I44925452","display_name":"\u00d6zye\u011fin University","ror":"https://ror.org/01jjhfr75","country_code":"TR","type":"education","lineage":["https://openalex.org/I44925452"]}],"countries":["TR"],"is_corresponding":true,"raw_author_name":"Elif Ersoy","raw_affiliation_strings":["Department of Industrial Engineering, \u00d6zye\u011fin University, 34794, Istanbul, Turkey, --- Select a Country ---"],"affiliations":[{"raw_affiliation_string":"Department of Industrial Engineering, \u00d6zye\u011fin University, 34794, Istanbul, Turkey, --- Select a Country ---","institution_ids":["https://openalex.org/I44925452"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081838899","display_name":"Erin\u00e7 Albey","orcid":"https://orcid.org/0000-0001-5004-0578"},"institutions":[{"id":"https://openalex.org/I44925452","display_name":"\u00d6zye\u011fin University","ror":"https://ror.org/01jjhfr75","country_code":"TR","type":"education","lineage":["https://openalex.org/I44925452"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Erin\u00e7 Albey","raw_affiliation_strings":["Department of Industrial Engineering, \u00d6zye\u011fin University, 34794, Istanbul, Turkey, --- Select a Country ---"],"affiliations":[{"raw_affiliation_string":"Department of Industrial Engineering, \u00d6zye\u011fin University, 34794, Istanbul, Turkey, --- Select a Country ---","institution_ids":["https://openalex.org/I44925452"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5030014979","display_name":"Enis Kay\u0131\u015f","orcid":"https://orcid.org/0000-0001-8282-5572"},"institutions":[{"id":"https://openalex.org/I44925452","display_name":"\u00d6zye\u011fin University","ror":"https://ror.org/01jjhfr75","country_code":"TR","type":"education","lineage":["https://openalex.org/I44925452"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Enis Kay\u0131\u015f","raw_affiliation_strings":["Department of Industrial Engineering, \u00d6zye\u011fin University, 34794, Istanbul, Turkey, --- Select a Country ---"],"affiliations":[{"raw_affiliation_string":"Department of Industrial Engineering, \u00d6zye\u011fin University, 34794, Istanbul, Turkey, --- Select a Country ---","institution_ids":["https://openalex.org/I44925452"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5029544571"],"corresponding_institution_ids":["https://openalex.org/I44925452"],"apc_list":null,"apc_paid":null,"fwci":1.1127,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.84249685,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"328","last_page":"338"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10538","display_name":"Data Mining Algorithms and Applications","score":0.7680000066757202,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T10538","display_name":"Data Mining Algorithms and Applications","score":0.7680000066757202,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/cart","display_name":"Cart","score":0.8855943083763123},{"id":"https://openalex.org/keywords/decision-tree","display_name":"Decision tree","score":0.7148644924163818},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6853368878364563},{"id":"https://openalex.org/keywords/genetic-algorithm","display_name":"Genetic algorithm","score":0.4918341636657715},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.4237481653690338},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4160587191581726},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3544282913208008},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3530924618244171},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.08356884121894836}],"concepts":[{"id":"https://openalex.org/C2777275308","wikidata":"https://www.wikidata.org/wiki/Q234668","display_name":"Cart","level":2,"score":0.8855943083763123},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.7148644924163818},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6853368878364563},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.4918341636657715},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.4237481653690338},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4160587191581726},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3544282913208008},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3530924618244171},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.08356884121894836},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.5220/0009893903280338","is_oa":true,"landing_page_url":"https://doi.org/10.5220/0009893903280338","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 9th International Conference on Data Science, Technology and Applications","raw_type":"proceedings-article"},{"id":"pmh:oai:eresearch.ozyegin.edu.tr:10679/7554","is_oa":false,"landing_page_url":"http://hdl.handle.net/10679/7554","pdf_url":null,"source":{"id":"https://openalex.org/S4306400232","display_name":"ECS Journal of Solid State Science and Technology (The Electrochemical Society)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I2802273670","host_organization_name":"Electrochemical Society","host_organization_lineage":["https://openalex.org/I2802273670"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Conference paper"}],"best_oa_location":{"id":"doi:10.5220/0009893903280338","is_oa":true,"landing_page_url":"https://doi.org/10.5220/0009893903280338","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 9th International Conference on Data Science, Technology and Applications","raw_type":"proceedings-article"},"sustainable_development_goals":[{"score":0.6299999952316284,"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W3193909393","https://openalex.org/W4226229889","https://openalex.org/W4384470695","https://openalex.org/W3134840015","https://openalex.org/W4366979180","https://openalex.org/W3036095178","https://openalex.org/W2377198601","https://openalex.org/W2381980924","https://openalex.org/W2353774927","https://openalex.org/W2081026125"],"abstract_inverted_index":{"Decision":[0],"trees":[1,28,145],"are":[2,29],"among":[3],"the":[4,40,47,57,60,65,69,77,80,96,99,128,140,143,153,159,162,178],"most":[5],"popular":[6],"classification":[7,70],"methods":[8,19],"due":[9],"to":[10,75,168],"ease":[11],"of":[12,43,79,98,106,127,142,161,170],"implementation":[13],"and":[14,23,110,146],"simple":[15],"interpretation.":[16],"In":[17,37,72],"traditional":[18],"like":[20],"CART":[21,171],"(classification":[22],"regression":[24],"tree),":[25],"ID4,":[26],"C4.5;":[27],"constructed":[30,120],"by":[31,102],"myopic,":[32],"greedy":[33,114],"top-down":[34],"induction":[35],"strategy.":[36],"this":[38,73],"strategy,":[39],"possible":[41],"impact":[42],"future":[44],"splits":[45],"in":[46,56,172,177],"tree":[48,62,115],"is":[49,119,132,166],"not":[50],"considered":[51],"while":[52],"determining":[53],"each":[54],"split":[55],"tree.":[58],"Therefore,":[59],"generated":[61,108],"cannot":[63],"be":[64],"optimal":[66],"solution":[67],"for":[68,121],"problem.":[71],"paper,":[74],"improve":[76],"accuracy":[78],"decision":[81],"trees,":[82],"we":[83],"propose":[84],"a":[85,89,104],"genetic":[86,130,164],"algorithm":[87,131,165],"with":[88],"genuine":[90],"chromosome":[91],"structure.":[92],"We":[93],"also":[94],"address":[95],"selection":[97],"initial":[100,149],"population":[101,150],"considering":[103],"blend":[105],"randomly":[107],"solutions":[109,111],"from":[112],"traditional,":[113],"generation":[116],"algorithms":[117],"which":[118],"reduced":[122],"problem":[123],"instances.":[124],"The":[125],"performance":[126,160],"proposed":[129,163],"tested":[133],"using":[134,147],"different":[135,148],"datasets,":[136],"varying":[137],"bounds":[138],"on":[139],"depth":[141],"resulting":[144],"blends":[151],"within":[152],"mentioned":[154],"varieties.":[155],"Results":[156],"reveal":[157],"that":[158,169],"superior":[167],"almost":[173],"all":[174],"datasets":[175],"used":[176],"analysis.":[179]},"counts_by_year":[{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":1},{"year":2021,"cited_by_count":3}],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2025-10-10T00:00:00"}