{"id":"https://openalex.org/W4399866238","doi":"https://doi.org/10.1007/s42979-024-02972-5","title":"How to Improve Neural Network Training Using Evolutionary Algorithms","display_name":"How to Improve Neural Network Training Using Evolutionary Algorithms","publication_year":2024,"publication_date":"2024-06-20","ids":{"openalex":"https://openalex.org/W4399866238","doi":"https://doi.org/10.1007/s42979-024-02972-5"},"language":"en","primary_location":{"id":"doi:10.1007/s42979-024-02972-5","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s42979-024-02972-5","pdf_url":"https://link.springer.com/content/pdf/10.1007/s42979-024-02972-5.pdf","source":{"id":"https://openalex.org/S4210174798","display_name":"SN Computer Science","issn_l":"2661-8907","issn":["2661-8907","2662-995X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"SN Computer Science","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s42979-024-02972-5.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5058749114","display_name":"Pedro Carvalho","orcid":"https://orcid.org/0000-0003-3845-4617"},"institutions":[{"id":"https://openalex.org/I4210125590","display_name":"Institute for Systems Engineering and Computers","ror":"https://ror.org/033wn8m60","country_code":"PT","type":"nonprofit","lineage":["https://openalex.org/I4210125590"]}],"countries":["PT"],"is_corresponding":true,"raw_author_name":"Pedro Carvalho","raw_affiliation_strings":["Department of Informatics Engineering, CISUC, P\u00f3lo II-Pinhal de Marrocos, 3030-290, Coimbra, Portugal"],"raw_orcid":"https://orcid.org/0000-0003-3845-4617","affiliations":[{"raw_affiliation_string":"Department of Informatics Engineering, CISUC, P\u00f3lo II-Pinhal de Marrocos, 3030-290, Coimbra, Portugal","institution_ids":["https://openalex.org/I4210125590"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090202770","display_name":"Nuno Louren\u00e7o","orcid":"https://orcid.org/0000-0002-2154-0642"},"institutions":[{"id":"https://openalex.org/I4210125590","display_name":"Institute for Systems Engineering and Computers","ror":"https://ror.org/033wn8m60","country_code":"PT","type":"nonprofit","lineage":["https://openalex.org/I4210125590"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Nuno Louren\u00e7o","raw_affiliation_strings":["Department of Informatics Engineering, CISUC, P\u00f3lo II-Pinhal de Marrocos, 3030-290, Coimbra, Portugal"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Informatics Engineering, CISUC, P\u00f3lo II-Pinhal de Marrocos, 3030-290, Coimbra, Portugal","institution_ids":["https://openalex.org/I4210125590"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5035863026","display_name":"Penousal Machado","orcid":"https://orcid.org/0000-0002-6308-6484"},"institutions":[{"id":"https://openalex.org/I4210125590","display_name":"Institute for Systems Engineering and Computers","ror":"https://ror.org/033wn8m60","country_code":"PT","type":"nonprofit","lineage":["https://openalex.org/I4210125590"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Penousal Machado","raw_affiliation_strings":["Department of Informatics Engineering, CISUC, P\u00f3lo II-Pinhal de Marrocos, 3030-290, Coimbra, Portugal"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Informatics Engineering, CISUC, P\u00f3lo II-Pinhal de Marrocos, 3030-290, Coimbra, Portugal","institution_ids":["https://openalex.org/I4210125590"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5058749114"],"corresponding_institution_ids":["https://openalex.org/I4210125590"],"apc_list":{"value":2890,"currency":"USD","value_usd":2890},"apc_paid":{"value":2890,"currency":"USD","value_usd":2890},"fwci":1.2151,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.81662738,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":98},"biblio":{"volume":"5","issue":"6","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.9984999895095825,"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/T10320","display_name":"Neural Networks and Applications","score":0.9984999895095825,"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":0.9955000281333923,"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":0.9923999905586243,"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/artificial-neural-network","display_name":"Artificial neural network","score":0.6275629997253418},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5906249284744263},{"id":"https://openalex.org/keywords/training","display_name":"Training (meteorology)","score":0.5869317054748535},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4976823627948761},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.46320995688438416},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.4202556908130646},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.1011807918548584}],"concepts":[{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6275629997253418},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5906249284744263},{"id":"https://openalex.org/C2777211547","wikidata":"https://www.wikidata.org/wiki/Q17141490","display_name":"Training (meteorology)","level":2,"score":0.5869317054748535},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4976823627948761},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.46320995688438416},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.4202556908130646},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.1011807918548584},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s42979-024-02972-5","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s42979-024-02972-5","pdf_url":"https://link.springer.com/content/pdf/10.1007/s42979-024-02972-5.pdf","source":{"id":"https://openalex.org/S4210174798","display_name":"SN Computer Science","issn_l":"2661-8907","issn":["2661-8907","2662-995X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"SN Computer Science","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1007/s42979-024-02972-5","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s42979-024-02972-5","pdf_url":"https://link.springer.com/content/pdf/10.1007/s42979-024-02972-5.pdf","source":{"id":"https://openalex.org/S4210174798","display_name":"SN Computer Science","issn_l":"2661-8907","issn":["2661-8907","2662-995X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"SN Computer Science","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2830245260","display_name":"Not available","funder_award_id":"UI/BD/151053/2021","funder_id":"https://openalex.org/F4320334779","funder_display_name":"Funda\u00e7\u00e3o para a Ci\u00eancia e a Tecnologia"},{"id":"https://openalex.org/G7974842525","display_name":null,"funder_award_id":"UID/CEC/00326/2020","funder_id":"https://openalex.org/F4320334779","funder_display_name":"Funda\u00e7\u00e3o para a Ci\u00eancia e a Tecnologia"}],"funders":[{"id":"https://openalex.org/F4320334779","display_name":"Funda\u00e7\u00e3o para a Ci\u00eancia e a Tecnologia","ror":"https://ror.org/00snfqn58"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4399866238.pdf"},"referenced_works_count":10,"referenced_works":["https://openalex.org/W2000200144","https://openalex.org/W2022508996","https://openalex.org/W2064675550","https://openalex.org/W2132211083","https://openalex.org/W2160208155","https://openalex.org/W2440364284","https://openalex.org/W2618530766","https://openalex.org/W2766736793","https://openalex.org/W2890490616","https://openalex.org/W4226512952"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W3046775127","https://openalex.org/W3107602296","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W4364306694","https://openalex.org/W4312192474","https://openalex.org/W4283697347"],"abstract_inverted_index":{"Abstract":[0],"Artificial":[1],"neural":[2,168],"networks":[3],"are":[4,51,118],"a":[5,16,24,34,72,108,135],"staple":[6],"of":[7,77,94,139,167],"modern":[8],"artificial":[9],"intelligence.":[10],"These":[11],"systems":[12],"must":[13],"often":[14],"undergo":[15],"training":[17,39],"procedure":[18],"to":[19,22,54,104,134],"learn":[20],"how":[21],"solve":[23],"designated":[25],"task.":[26],"Properly":[27],"choosing":[28],"and":[29,41,113,177],"tuning":[30,60,65],"an":[31,88],"optimizer":[32],"for":[33,61,71,97,107],"problem":[35,112],"can":[36,163],"significantly":[37],"improve":[38,164],"speed":[40],"quality.":[42],"Research":[43],"into":[44,174],"optimizers":[45,70,80,96,106,117,143],"focuses":[46],"on":[47,58],"creating":[48,78],"solutions":[49,129],"that":[50,115,126,145],"generally":[52],"applicable":[53],"any":[55],"task,":[56],"relying":[57],"parameter":[59,64],"specialization.":[62],"While":[63],"is":[66,83],"successful":[67],"in":[68,157],"adapting":[69],"specific":[73,98],"problem,":[74],"the":[75,102,127,140,146,165,175],"benefits":[76],"specialized":[79],"from":[81],"scratch":[82],"still":[84],"underdeveloped.":[85],"We":[86,100],"propose":[87],"evolutionary":[89,161],"framework":[90,103,176],"called":[91],"AutoLR,":[92],"capable":[93],"evolving":[95],"tasks.":[99],"use":[101],"evolve":[105],"popular":[109],"image":[110],"classification":[111],"found":[114],"evolved":[116,128,148],"competitive":[119,131],"with":[120],"human-made":[121],"optimizers.":[122],"Furthermore,":[123],"we":[124],"find":[125],"remain":[130],"when":[132],"moved":[133],"different":[136],"dataset.":[137],"Analysis":[138],"best":[141],"performing":[142],"reveals":[144],"system":[147],"novel":[149],"behavior":[150],"undiscovered":[151],"by":[152],"humans.":[153],"The":[154],"results":[155],"achieved":[156],"this":[158],"work":[159],"suggest":[160],"algorithms":[162],"quality":[166],"network":[169],"training,":[170],"motivating":[171],"further":[172],"research":[173],"its":[178],"applications.":[179]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":3}],"updated_date":"2026-07-23T08:03:31.855105","created_date":"2025-10-10T00:00:00"}
