{"id":"https://openalex.org/W4401415675","doi":"https://doi.org/10.1109/cec60901.2024.10612126","title":"Evolutionary Design of Long Short Term Memory Networks and Ensembles through Genetic Algorithms","display_name":"Evolutionary Design of Long Short Term Memory Networks and Ensembles through Genetic Algorithms","publication_year":2024,"publication_date":"2024-06-30","ids":{"openalex":"https://openalex.org/W4401415675","doi":"https://doi.org/10.1109/cec60901.2024.10612126"},"language":"en","primary_location":{"id":"doi:10.1109/cec60901.2024.10612126","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/cec60901.2024.10612126","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE Congress on Evolutionary Computation (CEC)","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/A5049460862","display_name":"Ramya Anasseriyil Viswambaran","orcid":null},"institutions":[{"id":"https://openalex.org/I4210132331","display_name":"New Zealand Institute for Public Health and Forensic Science","ror":"https://ror.org/0405trq15","country_code":"NZ","type":"facility","lineage":["https://openalex.org/I4210132331"]}],"countries":["NZ"],"is_corresponding":false,"raw_author_name":"Ramya Anasseriyil Viswambaran","raw_affiliation_strings":["Institute of Environmental Science and Research,Wellington,New Zealand"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Environmental Science and Research,Wellington,New Zealand","institution_ids":["https://openalex.org/I4210132331"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013040896","display_name":"Seyed Mohammad Nekooei","orcid":"https://orcid.org/0000-0001-7965-6931"},"institutions":[{"id":"https://openalex.org/I41156924","display_name":"Victoria University of Wellington","ror":"https://ror.org/0040r6f76","country_code":"NZ","type":"education","lineage":["https://openalex.org/I41156924"]}],"countries":["NZ"],"is_corresponding":false,"raw_author_name":"Mohammad Nekooei","raw_affiliation_strings":["School of Engineering and Computer Science, Victoria University of Wellington,Wellington,New Zealand,6140"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Engineering and Computer Science, Victoria University of Wellington,Wellington,New Zealand,6140","institution_ids":["https://openalex.org/I41156924"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100389298","display_name":"Gang Chen","orcid":"https://orcid.org/0000-0002-9597-497X"},"institutions":[{"id":"https://openalex.org/I41156924","display_name":"Victoria University of Wellington","ror":"https://ror.org/0040r6f76","country_code":"NZ","type":"education","lineage":["https://openalex.org/I41156924"]}],"countries":["NZ"],"is_corresponding":false,"raw_author_name":"Gang Chen","raw_affiliation_strings":["School of Engineering and Computer Science, Victoria University of Wellington,Wellington,New Zealand,6140"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Engineering and Computer Science, Victoria University of Wellington,Wellington,New Zealand,6140","institution_ids":["https://openalex.org/I41156924"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5077569089","display_name":"Bing Xue","orcid":"https://orcid.org/0000-0002-4865-8026"},"institutions":[{"id":"https://openalex.org/I41156924","display_name":"Victoria University of Wellington","ror":"https://ror.org/0040r6f76","country_code":"NZ","type":"education","lineage":["https://openalex.org/I41156924"]}],"countries":["NZ"],"is_corresponding":false,"raw_author_name":"Bing Xue","raw_affiliation_strings":["School of Engineering and Computer Science, Victoria University of Wellington,Wellington,New Zealand,6140"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Engineering and Computer Science, Victoria University of Wellington,Wellington,New Zealand,6140","institution_ids":["https://openalex.org/I41156924"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.11844257,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"7","issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11975","display_name":"Evolutionary Algorithms and Applications","score":0.9980000257492065,"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":0.9980000257492065,"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":0.986299991607666,"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/T10462","display_name":"Reinforcement Learning in Robotics","score":0.9843000173568726,"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":0.6964008808135986},{"id":"https://openalex.org/keywords/term","display_name":"Term (time)","score":0.6449543833732605},{"id":"https://openalex.org/keywords/genetic-algorithm","display_name":"Genetic algorithm","score":0.4944169521331787},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.48523569107055664},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.21548467874526978}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6964008808135986},{"id":"https://openalex.org/C61797465","wikidata":"https://www.wikidata.org/wiki/Q1188986","display_name":"Term (time)","level":2,"score":0.6449543833732605},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.4944169521331787},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.48523569107055664},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.21548467874526978},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/cec60901.2024.10612126","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/cec60901.2024.10612126","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE Congress on Evolutionary Computation (CEC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":40,"referenced_works":["https://openalex.org/W134960717","https://openalex.org/W1852728451","https://openalex.org/W1988664775","https://openalex.org/W2026297770","https://openalex.org/W2040731319","https://openalex.org/W2061119986","https://openalex.org/W2078885513","https://openalex.org/W2122892819","https://openalex.org/W2128073546","https://openalex.org/W2128892560","https://openalex.org/W2154789382","https://openalex.org/W2174574259","https://openalex.org/W2413219365","https://openalex.org/W2509599246","https://openalex.org/W2555209581","https://openalex.org/W2886655107","https://openalex.org/W2909372716","https://openalex.org/W2912501532","https://openalex.org/W2917733937","https://openalex.org/W2924571959","https://openalex.org/W2946010671","https://openalex.org/W2955613755","https://openalex.org/W2963946985","https://openalex.org/W2963993350","https://openalex.org/W2972255082","https://openalex.org/W2972660824","https://openalex.org/W2973175392","https://openalex.org/W2978666148","https://openalex.org/W2979950223","https://openalex.org/W2991806272","https://openalex.org/W3014026011","https://openalex.org/W3015495195","https://openalex.org/W3017361427","https://openalex.org/W3080948963","https://openalex.org/W3098949033","https://openalex.org/W3122290193","https://openalex.org/W3189371322","https://openalex.org/W6602983006","https://openalex.org/W6605479355","https://openalex.org/W6679154154"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2051487156","https://openalex.org/W2073681303","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"Long":[0],"Short":[1],"Term":[2],"Memory":[3],"(LSTM)":[4],"network":[5,24],"is":[6,49],"an":[7,52,107],"effective":[8,85],"and":[9,76,134,145],"popular":[10],"deep":[11],"learning":[12,37,140],"model":[13],"for":[14,83,120],"processing":[15],"complex":[16],"sequential":[17],"data.":[18],"However,":[19],"using":[20],"a":[21,60],"single":[22],"LSTM":[23,47],"does":[25],"not":[26],"always":[27],"achieve":[28],"reliable":[29],"performance":[30,45],"with":[31],"the":[32,44,80,94,98,127,132],"increasing":[33],"complexity":[34],"of":[35,46,54,68,104],"machine":[36,139],"tasks.":[38,147],"An":[39,87],"important":[40],"approach":[41,129],"to":[42,50,65,73,116],"improve":[43],"networks":[48],"learn":[51],"ensemble":[53,89],"these":[55],"networks.":[56],"This":[57],"paper":[58],"proposes":[59],"new":[61],"multi-objective":[62],"evolutionary":[63],"algorithm":[64,91],"design":[66],"ensembles":[67,96],"LSTMs.":[69],"We":[70],"use":[71],"NSGA-II":[72,105,115],"evolve":[74],"accurate":[75],"diverse":[77],"LSTMs":[78,99,112],"as":[79],"building":[81,121],"blocks":[82],"creating":[84],"ensembles.":[86,122],"integrated":[88],"genetic":[90],"further":[92],"evolves":[93],"best-performing":[95],"from":[97],"created":[100],"in":[101,106],"each":[102],"generation":[103],"efficient":[108],"manner,":[109],"allowing":[110],"all":[111],"evolved":[113],"by":[114],"be":[117],"explicitly":[118],"considered":[119],"The":[123],"results":[124],"show":[125],"that":[126],"proposed":[128],"significantly":[130],"improves":[131],"efficiency":[133],"effectiveness":[135],"over":[136],"many":[137],"state-of-the-art":[138],"models":[141],"on":[142],"various":[143],"classification":[144],"regression":[146]},"counts_by_year":[],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}
