{"id":"https://openalex.org/W3083756889","doi":"https://doi.org/10.1109/cec48606.2020.9185751","title":"Envisioning the Benefits of Back-Drive in Evolutionary Algorithms","display_name":"Envisioning the Benefits of Back-Drive in Evolutionary Algorithms","publication_year":2020,"publication_date":"2020-07-01","ids":{"openalex":"https://openalex.org/W3083756889","doi":"https://doi.org/10.1109/cec48606.2020.9185751","mag":"3083756889"},"language":"en","primary_location":{"id":"doi:10.1109/cec48606.2020.9185751","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cec48606.2020.9185751","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 IEEE Congress on Evolutionary Computation (CEC)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"http://hdl.handle.net/10810/71615","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5055881376","display_name":"Unai Garciarena","orcid":"https://orcid.org/0000-0003-2425-8340"},"institutions":[{"id":"https://openalex.org/I169108374","display_name":"University of the Basque Country","ror":"https://ror.org/000xsnr85","country_code":"ES","type":"education","lineage":["https://openalex.org/I169108374"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Unai Garciarena","raw_affiliation_strings":["Intelligent Systems Group, University of the Basque Country, UPV/EHU, Donostia-San Sebastian, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Intelligent Systems Group, University of the Basque Country, UPV/EHU, Donostia-San Sebastian, Spain","institution_ids":["https://openalex.org/I169108374"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051966806","display_name":"Alexander Mendiburu","orcid":"https://orcid.org/0000-0002-7271-1931"},"institutions":[{"id":"https://openalex.org/I169108374","display_name":"University of the Basque Country","ror":"https://ror.org/000xsnr85","country_code":"ES","type":"education","lineage":["https://openalex.org/I169108374"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Alexander Mendiburu","raw_affiliation_strings":["Intelligent Systems Group, University of the Basque Country, UPV/EHU, Donostia-San Sebastian, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Intelligent Systems Group, University of the Basque Country, UPV/EHU, Donostia-San Sebastian, Spain","institution_ids":["https://openalex.org/I169108374"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5034080501","display_name":"Roberto Santana","orcid":"https://orcid.org/0000-0002-1005-8535"},"institutions":[{"id":"https://openalex.org/I169108374","display_name":"University of the Basque Country","ror":"https://ror.org/000xsnr85","country_code":"ES","type":"education","lineage":["https://openalex.org/I169108374"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Roberto Santana","raw_affiliation_strings":["Intelligent Systems Group, University of the Basque Country, UPV/EHU, Donostia-San Sebastian, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Intelligent Systems Group, University of the Basque Country, UPV/EHU, Donostia-San Sebastian, Spain","institution_ids":["https://openalex.org/I169108374"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I169108374"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":"5","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":0.9991999864578247,"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":0.9991999864578247,"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":0.9986000061035156,"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/T10320","display_name":"Neural Networks and Applications","score":0.9979000091552734,"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":0.6892355680465698},{"id":"https://openalex.org/keywords/curse-of-dimensionality","display_name":"Curse of dimensionality","score":0.685746431350708},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.650901198387146},{"id":"https://openalex.org/keywords/evolutionary-algorithm","display_name":"Evolutionary algorithm","score":0.6450384855270386},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6188672184944153},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6104403138160706},{"id":"https://openalex.org/keywords/generative-grammar","display_name":"Generative grammar","score":0.5593772530555725},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.5129780173301697},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.44823357462882996},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.32603543996810913}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6892355680465698},{"id":"https://openalex.org/C111030470","wikidata":"https://www.wikidata.org/wiki/Q1430460","display_name":"Curse of dimensionality","level":2,"score":0.685746431350708},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.650901198387146},{"id":"https://openalex.org/C159149176","wikidata":"https://www.wikidata.org/wiki/Q14489129","display_name":"Evolutionary algorithm","level":2,"score":0.6450384855270386},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6188672184944153},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6104403138160706},{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.5593772530555725},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.5129780173301697},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.44823357462882996},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.32603543996810913},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/cec48606.2020.9185751","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cec48606.2020.9185751","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 IEEE Congress on Evolutionary Computation (CEC)","raw_type":"proceedings-article"},{"id":"pmh:oai:addi.ehu.eus:10810/71615","is_oa":true,"landing_page_url":"http://hdl.handle.net/10810/71615","pdf_url":null,"source":{"id":"https://openalex.org/S4306401964","display_name":"Communities in ADDI (University of the Basque Country)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I169108374","host_organization_name":"University of the Basque Country","host_organization_lineage":["https://openalex.org/I169108374"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":{"id":"pmh:oai:addi.ehu.eus:10810/71615","is_oa":true,"landing_page_url":"http://hdl.handle.net/10810/71615","pdf_url":null,"source":{"id":"https://openalex.org/S4306401964","display_name":"Communities in ADDI (University of the Basque Country)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I169108374","host_organization_name":"University of the Basque Country","host_organization_lineage":["https://openalex.org/I169108374"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/conferenceObject"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":50,"referenced_works":["https://openalex.org/W796041","https://openalex.org/W7322392","https://openalex.org/W1482125571","https://openalex.org/W1494810425","https://openalex.org/W1498436455","https://openalex.org/W1507225143","https://openalex.org/W1510789705","https://openalex.org/W1517993545","https://openalex.org/W1522301498","https://openalex.org/W1533861849","https://openalex.org/W1540706608","https://openalex.org/W1944971855","https://openalex.org/W1979622254","https://openalex.org/W1992597081","https://openalex.org/W2000648597","https://openalex.org/W2042438268","https://openalex.org/W2074204891","https://openalex.org/W2079397195","https://openalex.org/W2095727900","https://openalex.org/W2102021818","https://openalex.org/W2132181343","https://openalex.org/W2159080219","https://openalex.org/W2170086712","https://openalex.org/W2170112109","https://openalex.org/W2173497437","https://openalex.org/W2174037025","https://openalex.org/W2244865232","https://openalex.org/W2338158581","https://openalex.org/W2414365832","https://openalex.org/W2468462628","https://openalex.org/W2497309206","https://openalex.org/W2523246573","https://openalex.org/W2605031643","https://openalex.org/W2886659043","https://openalex.org/W2964121744","https://openalex.org/W3023540311","https://openalex.org/W4294620746","https://openalex.org/W4297733381","https://openalex.org/W6628905684","https://openalex.org/W6629815555","https://openalex.org/W6631190155","https://openalex.org/W6631943919","https://openalex.org/W6640821259","https://openalex.org/W6679381669","https://openalex.org/W6685667201","https://openalex.org/W6690919820","https://openalex.org/W6703345933","https://openalex.org/W6719982585","https://openalex.org/W6727249380","https://openalex.org/W6736509416"],"related_works":["https://openalex.org/W4296209631","https://openalex.org/W2380075625","https://openalex.org/W3097449145","https://openalex.org/W2561617217","https://openalex.org/W2025378473","https://openalex.org/W2355801475","https://openalex.org/W4206659427","https://openalex.org/W2170062176","https://openalex.org/W2148135840","https://openalex.org/W106004901"],"abstract_inverted_index":{"Among":[0],"the":[1,15,23,26,101,104,132,147,179,184,188,192,195,199],"characteristics":[2],"of":[3,14,25,33,50,59,68,106,151,183,194],"traditional":[4],"evolutionary":[5,96,111,205],"algorithms":[6,112],"governed":[7],"by":[8,78,174],"models,":[9,85],"memory":[10],"volatility":[11],"is":[12,19],"one":[13,57,140],"most":[16,180],"frequent.":[17],"This":[18],"commonly":[20],"due":[21],"to":[22,29,44,52,163],"limitations":[24],"models":[27,109,120],"used":[28,165],"guide":[30],"this":[31,136,144,172],"kind":[32],"algorithms,":[34],"which":[35,61,86,190],"are":[36,56,98],"generally":[37],"very":[38],"efficient":[39],"when":[40,46,64],"sampling,":[41],"but":[42],"tend":[43],"struggle":[45],"facing":[47,65],"large":[48,79],"amounts":[49,67],"data":[51],"represent.":[53],"Neural":[54],"networks":[55],"type":[58],"model":[60,92,159],"conveniently":[62],"thrives":[63],"vast":[66],"data,":[69],"and":[70,149],"does":[71],"not":[72,126],"see":[73],"its":[74],"performance":[75,193],"particularly":[76],"worsened":[77],"dimensionality.":[80],"Several":[81],"successful":[82],"neural":[83,119,158],"generative":[84,108],"could":[87],"perfectly":[88],"fit":[89],"as":[90,166,198],"a":[91,153,157,167],"for":[93,123,161],"driving":[94],"an":[95,204],"process":[97],"available":[99],"in":[100,110,143,203],"literature.":[102],"Whereas":[103],"behavior":[105],"these":[107],"has":[113],"already":[114],"been":[115],"widely":[116],"tested,":[117],"other":[118],"-those":[121],"intended":[122,160],"supervised":[124],"learning-have":[125],"enjoyed":[127],"that":[128,155],"much":[129],"attention":[130],"from":[131],"research":[133,177],"community.":[134],"In":[135,171],"paper,":[137],"we":[138,186],"take":[139],"step":[141],"forward":[142],"direction,":[145],"exploring":[146],"capacities":[148],"particularities":[150],"back-drive,":[152],"method":[154],"enables":[156],"regression":[162],"be":[164],"solution":[168],"sampling":[169],"model.":[170],"context,":[173],"performing":[175],"extensive":[176],"into":[178],"influential":[181],"aspects":[182],"algorithm,":[185],"study":[187],"conditions":[189],"favor":[191],"back-drive":[196],"algorithm":[197],"sole":[200],"guiding":[201],"factor":[202],"approach.":[206]},"counts_by_year":[{"year":2022,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}