{"id":"https://openalex.org/W3126488664","doi":"https://doi.org/10.1109/bibm49941.2020.9313182","title":"Toward high accuracy and visualization: An interpretable feature extraction method based on genetic programming and non-overlap degree","display_name":"Toward high accuracy and visualization: An interpretable feature extraction method based on genetic programming and non-overlap degree","publication_year":2020,"publication_date":"2020-12-16","ids":{"openalex":"https://openalex.org/W3126488664","doi":"https://doi.org/10.1109/bibm49941.2020.9313182","mag":"3126488664"},"language":"en","primary_location":{"id":"doi:10.1109/bibm49941.2020.9313182","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bibm49941.2020.9313182","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5115076694","display_name":"Zhuang Li","orcid":"https://orcid.org/0009-0006-3870-4275"},"institutions":[{"id":"https://openalex.org/I92403157","display_name":"University of Science and Technology Beijing","ror":"https://ror.org/02egmk993","country_code":"CN","type":"education","lineage":["https://openalex.org/I92403157"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhuang Li","raw_affiliation_strings":["School of Computer and Communication Engineering, University of Science and Technology Beijing, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer and Communication Engineering, University of Science and Technology Beijing, Beijing, China","institution_ids":["https://openalex.org/I92403157"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045777582","display_name":"Jie He","orcid":"https://orcid.org/0000-0003-2134-0998"},"institutions":[{"id":"https://openalex.org/I92403157","display_name":"University of Science and Technology Beijing","ror":"https://ror.org/02egmk993","country_code":"CN","type":"education","lineage":["https://openalex.org/I92403157"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jie He","raw_affiliation_strings":["Beijing Key Laboratory of Knowledge Engineering for Materials Science, University of Science and Technology Beijing, Beijing, China","School of Computer and Communication Engineering, University of Science and Technology Beijing, Beijing, China","Shunde Graduate School, University of Science and Technology, Beijing, Foshan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beijing Key Laboratory of Knowledge Engineering for Materials Science, University of Science and Technology Beijing, Beijing, China","institution_ids":["https://openalex.org/I92403157"]},{"raw_affiliation_string":"School of Computer and Communication Engineering, University of Science and Technology Beijing, Beijing, China","institution_ids":["https://openalex.org/I92403157"]},{"raw_affiliation_string":"Shunde Graduate School, University of Science and Technology, Beijing, Foshan, China","institution_ids":["https://openalex.org/I92403157"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100403795","display_name":"Xiaotong Zhang","orcid":"https://orcid.org/0000-0001-7600-7231"},"institutions":[{"id":"https://openalex.org/I92403157","display_name":"University of Science and Technology Beijing","ror":"https://ror.org/02egmk993","country_code":"CN","type":"education","lineage":["https://openalex.org/I92403157"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaotong Zhang","raw_affiliation_strings":["Beijing Advanced Innovation Center for Materials Genome Engineering, University of Science and Technology Beijing, Beijing, China","School of Computer and Communication Engineering, University of Science and Technology Beijing, Beijing, China","Shunde Graduate School, University of Science and Technology, Beijing, Foshan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beijing Advanced Innovation Center for Materials Genome Engineering, University of Science and Technology Beijing, Beijing, China","institution_ids":["https://openalex.org/I92403157"]},{"raw_affiliation_string":"School of Computer and Communication Engineering, University of Science and Technology Beijing, Beijing, China","institution_ids":["https://openalex.org/I92403157"]},{"raw_affiliation_string":"Shunde Graduate School, University of Science and Technology, Beijing, Foshan, China","institution_ids":["https://openalex.org/I92403157"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004592920","display_name":"Huadong Fu","orcid":"https://orcid.org/0000-0001-6239-8075"},"institutions":[{"id":"https://openalex.org/I92403157","display_name":"University of Science and Technology Beijing","ror":"https://ror.org/02egmk993","country_code":"CN","type":"education","lineage":["https://openalex.org/I92403157"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Huadong Fu","raw_affiliation_strings":["Beijing Advanced Innovation Center for Materials Genome Engineering, University of Science and Technology Beijing, Beijing, China","Institute for Advanced Materials and Technology, University of Science and Technology Beijing, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beijing Advanced Innovation Center for Materials Genome Engineering, University of Science and Technology Beijing, Beijing, China","institution_ids":["https://openalex.org/I92403157"]},{"raw_affiliation_string":"Institute for Advanced Materials and Technology, University of Science and Technology Beijing, Beijing, China","institution_ids":["https://openalex.org/I92403157"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5072850755","display_name":"Jingyan Qin","orcid":"https://orcid.org/0000-0002-4101-4316"},"institutions":[{"id":"https://openalex.org/I92403157","display_name":"University of Science and Technology Beijing","ror":"https://ror.org/02egmk993","country_code":"CN","type":"education","lineage":["https://openalex.org/I92403157"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jingyan Qin","raw_affiliation_strings":["School of Mechanical Engineering, University of Science and Technology Beijing, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Mechanical Engineering, University of Science and Technology Beijing, Beijing, China","institution_ids":["https://openalex.org/I92403157"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I92403157"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"299","last_page":"304"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11975","display_name":"Evolutionary Algorithms and Applications","score":1.0,"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":1.0,"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":0.9965999722480774,"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/T12535","display_name":"Machine Learning and Data Classification","score":0.9686999917030334,"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/visualization","display_name":"Visualization","score":0.8744257688522339},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7523847818374634},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.6563205718994141},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.6222226023674011},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.584685742855072},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5795682072639465},{"id":"https://openalex.org/keywords/genetic-programming","display_name":"Genetic programming","score":0.5539155602455139},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.479830265045166},{"id":"https://openalex.org/keywords/degree","display_name":"Degree (music)","score":0.4374566674232483},{"id":"https://openalex.org/keywords/data-visualization","display_name":"Data visualization","score":0.4218304455280304},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3643048107624054}],"concepts":[{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.8744257688522339},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7523847818374634},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.6563205718994141},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.6222226023674011},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.584685742855072},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5795682072639465},{"id":"https://openalex.org/C110332635","wikidata":"https://www.wikidata.org/wiki/Q629498","display_name":"Genetic programming","level":2,"score":0.5539155602455139},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.479830265045166},{"id":"https://openalex.org/C2775997480","wikidata":"https://www.wikidata.org/wiki/Q586277","display_name":"Degree (music)","level":2,"score":0.4374566674232483},{"id":"https://openalex.org/C172367668","wikidata":"https://www.wikidata.org/wiki/Q6504956","display_name":"Data visualization","level":3,"score":0.4218304455280304},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3643048107624054},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C24890656","wikidata":"https://www.wikidata.org/wiki/Q82811","display_name":"Acoustics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/bibm49941.2020.9313182","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bibm49941.2020.9313182","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":24,"referenced_works":["https://openalex.org/W1576818901","https://openalex.org/W1579738444","https://openalex.org/W1747692387","https://openalex.org/W1985059878","https://openalex.org/W1987971958","https://openalex.org/W2008788779","https://openalex.org/W2051224630","https://openalex.org/W2068972390","https://openalex.org/W2085487226","https://openalex.org/W2101234009","https://openalex.org/W2109042184","https://openalex.org/W2110905164","https://openalex.org/W2123649031","https://openalex.org/W2140095548","https://openalex.org/W2148694408","https://openalex.org/W2171975443","https://openalex.org/W2588792172","https://openalex.org/W2944258394","https://openalex.org/W2953460080","https://openalex.org/W3004986926","https://openalex.org/W3120740533","https://openalex.org/W4292023222","https://openalex.org/W6675354045","https://openalex.org/W6676279030"],"related_works":["https://openalex.org/W3161230432","https://openalex.org/W2168900540","https://openalex.org/W4367190712","https://openalex.org/W280458463","https://openalex.org/W1170131723","https://openalex.org/W4301429470","https://openalex.org/W2125310826","https://openalex.org/W2339723535","https://openalex.org/W2380536887","https://openalex.org/W2399035783"],"abstract_inverted_index":{"Genetic":[0],"programming":[1],"(GP)":[2],"has":[3],"shown":[4],"promising":[5],"results":[6,133],"in":[7,143],"interpretable":[8,78],"feature":[9,65],"extraction,":[10],"but":[11],"few":[12],"works":[13],"considered":[14],"both":[15,146],"classification":[16,58,147],"accuracy":[17,32,82,95,148],"and":[18,34,52,71,83,100,149],"data":[19,150],"visualization":[20,35,50],"as":[21],"objectives.":[22],"Evaluating":[23],"the":[24,29,41,46,57,91,94,101,108,136],"extracted":[25,109],"features":[26,79],"based":[27,68],"on":[28,69,121],"combination":[30,53],"of":[31,48,93,96,145],"measures":[33,36,51],"can":[37],"help":[38],"to":[39,76,106],"achieve":[40],"two":[42],"objectives":[43],"simultaneously.":[44],"However,":[45],"exploitation":[47],"improper":[49],"methods":[54,120,142],"will":[55],"decrease":[56],"accuracy.":[59],"In":[60],"this":[61],"paper,":[62],"a":[63,86,97],"novel":[64,87],"extraction":[66],"method":[67,138],"GP":[70],"non-overlap":[72,102],"degree":[73,103],"is":[74,104,116],"proposed":[75,105,112],"extract":[77],"for":[80],"high":[81],"visualization.":[84,151],"And":[85],"function":[88],"that":[89,135],"maximizes":[90],"product":[92],"linear":[98],"classifier":[99],"evaluate":[107],"features.":[110],"The":[111,131],"method,":[113],"named":[114],"GP-ANO,":[115],"compared":[117,141],"with":[118],"other":[119,140],"five":[122],"medical":[123],"datasets":[124],"by":[125],"six":[126],"common":[127],"machine":[128],"learning":[129],"methods.":[130],"experimental":[132],"demonstrate":[134],"GP-ANO":[137],"outperforms":[139],"terms":[144]},"counts_by_year":[{"year":2023,"cited_by_count":4},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":1}],"updated_date":"2026-07-15T18:14:33.161393","created_date":"2025-10-10T00:00:00"}