{"id":"https://openalex.org/W2974402501","doi":"https://doi.org/10.15439/2019f183","title":"Deep Learning Hyper-parameter Tuning for Sentiment Analysis in Twitter based on Evolutionary Algorithms","display_name":"Deep Learning Hyper-parameter Tuning for Sentiment Analysis in Twitter based on Evolutionary Algorithms","publication_year":2019,"publication_date":"2019-09-20","ids":{"openalex":"https://openalex.org/W2974402501","doi":"https://doi.org/10.15439/2019f183","mag":"2974402501"},"language":"en","primary_location":{"id":"doi:10.15439/2019f183","is_oa":true,"landing_page_url":"https://doi.org/10.15439/2019f183","pdf_url":"https://annals-csis.org/proceedings/2019/drp/pdf/183.pdf","source":{"id":"https://openalex.org/S4220651875","display_name":"Annals of Computer Science and Information Systems","issn_l":"2300-5963","issn":["2300-5963"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":"https://openalex.org/P4310317484","host_organization_name":"Polskie Towarzystwo Informatyczne","host_organization_lineage":["https://openalex.org/P4310317484"],"host_organization_lineage_names":["Polskie Towarzystwo Informatyczne"],"type":"conference"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Annals of Computer Science and Information Systems","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://annals-csis.org/proceedings/2019/drp/pdf/183.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5091757548","display_name":"Eugenio Mart\u00ednez\u2010C\u00e1mara","orcid":"https://orcid.org/0000-0002-5279-8355"},"institutions":[{"id":"https://openalex.org/I4210095677","display_name":"Instituto Andaluz de Ciencias de la Tierra","ror":"https://ror.org/00v0g9w49","country_code":"ES","type":"facility","lineage":["https://openalex.org/I134820265","https://openalex.org/I4210095677"]},{"id":"https://openalex.org/I173304897","display_name":"Universidad de Granada","ror":"https://ror.org/04njjy449","country_code":"ES","type":"education","lineage":["https://openalex.org/I173304897"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"Eugenio Mart\u00ednez C\u00e1mara","raw_affiliation_strings":["Andalusian Research Institute in Data Science and Computational Intelligence, University of Granada, Granada (Spain"],"affiliations":[{"raw_affiliation_string":"Andalusian Research Institute in Data Science and Computational Intelligence, University of Granada, Granada (Spain","institution_ids":["https://openalex.org/I4210095677","https://openalex.org/I173304897"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028526628","display_name":"Nuria Rodr\u00edguez-Barroso","orcid":"https://orcid.org/0000-0001-7172-9059"},"institutions":[{"id":"https://openalex.org/I4210095677","display_name":"Instituto Andaluz de Ciencias de la Tierra","ror":"https://ror.org/00v0g9w49","country_code":"ES","type":"facility","lineage":["https://openalex.org/I134820265","https://openalex.org/I4210095677"]},{"id":"https://openalex.org/I173304897","display_name":"Universidad de Granada","ror":"https://ror.org/04njjy449","country_code":"ES","type":"education","lineage":["https://openalex.org/I173304897"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Nuria Rodr\u00edguez Barroso","raw_affiliation_strings":["Andalusian Research Institute in Data Science and Computational Intelligence, University of Granada, Granada (Spain"],"affiliations":[{"raw_affiliation_string":"Andalusian Research Institute in Data Science and Computational Intelligence, University of Granada, Granada (Spain","institution_ids":["https://openalex.org/I4210095677","https://openalex.org/I173304897"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066873103","display_name":"Antonio R. Moya","orcid":"https://orcid.org/0000-0002-3657-4749"},"institutions":[{"id":"https://openalex.org/I173304897","display_name":"Universidad de Granada","ror":"https://ror.org/04njjy449","country_code":"ES","type":"education","lineage":["https://openalex.org/I173304897"]},{"id":"https://openalex.org/I4210095677","display_name":"Instituto Andaluz de Ciencias de la Tierra","ror":"https://ror.org/00v0g9w49","country_code":"ES","type":"facility","lineage":["https://openalex.org/I134820265","https://openalex.org/I4210095677"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Antonio R. Moya","raw_affiliation_strings":["Andalusian Research Institute in Data Science and Computational Intelligence, University of Granada, Granada (Spain"],"affiliations":[{"raw_affiliation_string":"Andalusian Research Institute in Data Science and Computational Intelligence, University of Granada, Granada (Spain","institution_ids":["https://openalex.org/I4210095677","https://openalex.org/I173304897"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050923463","display_name":"Jos\u00e9 Alberto Fern\u00e1ndez","orcid":null},"institutions":[{"id":"https://openalex.org/I4210095677","display_name":"Instituto Andaluz de Ciencias de la Tierra","ror":"https://ror.org/00v0g9w49","country_code":"ES","type":"facility","lineage":["https://openalex.org/I134820265","https://openalex.org/I4210095677"]},{"id":"https://openalex.org/I173304897","display_name":"Universidad de Granada","ror":"https://ror.org/04njjy449","country_code":"ES","type":"education","lineage":["https://openalex.org/I173304897"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Jos\u00e9 Alberto Fern\u00e1ndez","raw_affiliation_strings":["Andalusian Research Institute in Data Science and Computational Intelligence, University of Granada, Granada (Spain"],"affiliations":[{"raw_affiliation_string":"Andalusian Research Institute in Data Science and Computational Intelligence, University of Granada, Granada (Spain","institution_ids":["https://openalex.org/I4210095677","https://openalex.org/I173304897"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006031490","display_name":"Elena Romero","orcid":"https://orcid.org/0000-0001-7968-2806"},"institutions":[{"id":"https://openalex.org/I4210095677","display_name":"Instituto Andaluz de Ciencias de la Tierra","ror":"https://ror.org/00v0g9w49","country_code":"ES","type":"facility","lineage":["https://openalex.org/I134820265","https://openalex.org/I4210095677"]},{"id":"https://openalex.org/I173304897","display_name":"Universidad de Granada","ror":"https://ror.org/04njjy449","country_code":"ES","type":"education","lineage":["https://openalex.org/I173304897"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Elena Romero","raw_affiliation_strings":["Andalusian Research Institute in Data Science and Computational Intelligence, University of Granada, Granada (Spain"],"affiliations":[{"raw_affiliation_string":"Andalusian Research Institute in Data Science and Computational Intelligence, University of Granada, Granada (Spain","institution_ids":["https://openalex.org/I4210095677","https://openalex.org/I173304897"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5045016749","display_name":"Francisco Herrera","orcid":"https://orcid.org/0000-0002-7283-312X"},"institutions":[{"id":"https://openalex.org/I173304897","display_name":"Universidad de Granada","ror":"https://ror.org/04njjy449","country_code":"ES","type":"education","lineage":["https://openalex.org/I173304897"]},{"id":"https://openalex.org/I4210095677","display_name":"Instituto Andaluz de Ciencias de la Tierra","ror":"https://ror.org/00v0g9w49","country_code":"ES","type":"facility","lineage":["https://openalex.org/I134820265","https://openalex.org/I4210095677"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Francisco Herrera","raw_affiliation_strings":["Andalusian Research Institute in Data Science and Computational Intelligence, University of Granada, Granada (Spain"],"affiliations":[{"raw_affiliation_string":"Andalusian Research Institute in Data Science and Computational Intelligence, University of Granada, Granada (Spain","institution_ids":["https://openalex.org/I4210095677","https://openalex.org/I173304897"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5091757548"],"corresponding_institution_ids":["https://openalex.org/I173304897","https://openalex.org/I4210095677"],"apc_list":null,"apc_paid":null,"fwci":1.064,"has_fulltext":true,"cited_by_count":17,"citation_normalized_percentile":{"value":0.83066014,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"18","issue":null,"first_page":"255","last_page":"264"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.9994000196456909,"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/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.9994000196456909,"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/T10028","display_name":"Topic Modeling","score":0.9897000193595886,"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/T13083","display_name":"Advanced Text Analysis Techniques","score":0.9783999919891357,"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":0.7309368848800659},{"id":"https://openalex.org/keywords/sentiment-analysis","display_name":"Sentiment analysis","score":0.6449869275093079},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.562208890914917},{"id":"https://openalex.org/keywords/evolutionary-algorithm","display_name":"Evolutionary algorithm","score":0.4644166827201843},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4428776800632477},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.43126487731933594}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7309368848800659},{"id":"https://openalex.org/C66402592","wikidata":"https://www.wikidata.org/wiki/Q2271421","display_name":"Sentiment analysis","level":2,"score":0.6449869275093079},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.562208890914917},{"id":"https://openalex.org/C159149176","wikidata":"https://www.wikidata.org/wiki/Q14489129","display_name":"Evolutionary algorithm","level":2,"score":0.4644166827201843},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4428776800632477},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.43126487731933594}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.15439/2019f183","is_oa":true,"landing_page_url":"https://doi.org/10.15439/2019f183","pdf_url":"https://annals-csis.org/proceedings/2019/drp/pdf/183.pdf","source":{"id":"https://openalex.org/S4220651875","display_name":"Annals of Computer Science and Information Systems","issn_l":"2300-5963","issn":["2300-5963"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":"https://openalex.org/P4310317484","host_organization_name":"Polskie Towarzystwo Informatyczne","host_organization_lineage":["https://openalex.org/P4310317484"],"host_organization_lineage_names":["Polskie Towarzystwo Informatyczne"],"type":"conference"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Annals of Computer Science and Information Systems","raw_type":"proceedings-article"},{"id":"pmh:oai:doaj.org/article:d30d0ad2b603421e85dcac9daeaabaf2","is_oa":true,"landing_page_url":"https://doaj.org/article/d30d0ad2b603421e85dcac9daeaabaf2","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Annals of computer science and information systems, Vol 18, Pp 255-264 (2019)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.15439/2019f183","is_oa":true,"landing_page_url":"https://doi.org/10.15439/2019f183","pdf_url":"https://annals-csis.org/proceedings/2019/drp/pdf/183.pdf","source":{"id":"https://openalex.org/S4220651875","display_name":"Annals of Computer Science and Information Systems","issn_l":"2300-5963","issn":["2300-5963"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":"https://openalex.org/P4310317484","host_organization_name":"Polskie Towarzystwo Informatyczne","host_organization_lineage":["https://openalex.org/P4310317484"],"host_organization_lineage_names":["Polskie Towarzystwo Informatyczne"],"type":"conference"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Annals of Computer Science and Information Systems","raw_type":"proceedings-article"},"sustainable_development_goals":[{"score":0.44999998807907104,"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4"}],"awards":[{"id":"https://openalex.org/G2213071459","display_name":null,"funder_award_id":"TIN2017-89517-P","funder_id":"https://openalex.org/F4320309764","funder_display_name":"Fundaci\u00f3n BBVA"},{"id":"https://openalex.org/G339716853","display_name":null,"funder_award_id":"Big Data 2018","funder_id":"https://openalex.org/F4320309764","funder_display_name":"Fundaci\u00f3n BBVA"},{"id":"https://openalex.org/G6429442136","display_name":null,"funder_award_id":"TIN2017-89517-P","funder_id":"https://openalex.org/F4320321837","funder_display_name":"Ministerio de Econom\u00eda y Competitividad"},{"id":"https://openalex.org/G7420919289","display_name":null,"funder_award_id":"FEDER","funder_id":"https://openalex.org/F4320321837","funder_display_name":"Ministerio de Econom\u00eda y Competitividad"},{"id":"https://openalex.org/G8792587183","display_name":null,"funder_award_id":"FJCI-","funder_id":"https://openalex.org/F4320321837","funder_display_name":"Ministerio de Econom\u00eda y Competitividad"},{"id":"https://openalex.org/G8922915789","display_name":null,"funder_award_id":"(FEDER)","funder_id":"https://openalex.org/F4320335322","funder_display_name":"European Regional Development Fund"}],"funders":[{"id":"https://openalex.org/F4320309764","display_name":"Fundaci\u00f3n BBVA","ror":"https://ror.org/01jzs3b90"},{"id":"https://openalex.org/F4320321837","display_name":"Ministerio de Econom\u00eda y Competitividad","ror":"https://ror.org/034900433"},{"id":"https://openalex.org/F4320323113","display_name":"Banco Bilbao Vizcaya Argentaria","ror":"https://ror.org/0537dnd74"},{"id":"https://openalex.org/F4320335322","display_name":"European Regional Development Fund","ror":"https://ror.org/00k4n6c32"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2974402501.pdf","grobid_xml":"https://content.openalex.org/works/W2974402501.grobid-xml"},"referenced_works_count":45,"referenced_works":["https://openalex.org/W1589554437","https://openalex.org/W1590495275","https://openalex.org/W1832693441","https://openalex.org/W1989264971","https://openalex.org/W2040622444","https://openalex.org/W2042253843","https://openalex.org/W2046804949","https://openalex.org/W2084413241","https://openalex.org/W2087665422","https://openalex.org/W2097726431","https://openalex.org/W2097998348","https://openalex.org/W2112036188","https://openalex.org/W2113125055","https://openalex.org/W2116646433","https://openalex.org/W2118978333","https://openalex.org/W2131241448","https://openalex.org/W2137981452","https://openalex.org/W2144051602","https://openalex.org/W2155328222","https://openalex.org/W2166706824","https://openalex.org/W2171468534","https://openalex.org/W2344075909","https://openalex.org/W2493916176","https://openalex.org/W2564734887","https://openalex.org/W2587221786","https://openalex.org/W2597655663","https://openalex.org/W2756474357","https://openalex.org/W2810579349","https://openalex.org/W2888501547","https://openalex.org/W2893488123","https://openalex.org/W2893877992","https://openalex.org/W2897069058","https://openalex.org/W2898642169","https://openalex.org/W2900120976","https://openalex.org/W2908092214","https://openalex.org/W2913466160","https://openalex.org/W2924257353","https://openalex.org/W2937452071","https://openalex.org/W2963119602","https://openalex.org/W2963386218","https://openalex.org/W3146306708","https://openalex.org/W4205184193","https://openalex.org/W4243367342","https://openalex.org/W6735377749","https://openalex.org/W6963024689"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W3046775127","https://openalex.org/W3107602296","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W4313488044","https://openalex.org/W3209574120","https://openalex.org/W4312192474","https://openalex.org/W4210805261"],"abstract_inverted_index":{"The":[0],"state":[1],"of":[2,25,32,66,87,90,99,107,110,118,130,148],"the":[3,16,23,64,85,88,97,100,105,108,116,134,138,142,146,149],"art":[4],"in":[5,29,121,127],"Sentiment":[6],"Analysis":[7],"is":[8],"defined":[9,58,70],"by":[10,59,141],"deep":[11,92,112,150],"learning":[12,93,113,151],"methods,":[13],"and":[14,133],"currently":[15],"research":[17],"efforts":[18],"are":[19,43],"focused":[20],"on":[21],"improving":[22],"encoding":[24],"underlying":[26],"contextual":[27],"information":[28],"a":[30,39,91,111,128],"sequence":[31],"text.":[33],"However,":[34],"those":[35],"neural":[36],"networks":[37],"with":[38],"higher":[40],"representation":[41],"capacity":[42],"increasingly":[44],"more":[45,52],"complex,":[46],"which":[47],"means":[48],"that":[49,54,63,78,137],"they":[50],"have":[51,55],"hyper-parameters":[53,67,89,139],"to":[56,84],"be":[57,69,82],"hand.":[60],"We":[61,95,123],"argue":[62],"setting":[65],"may":[68,81],"as":[71],"an":[72],"optimisation":[73,86,106],"task,":[74],"we":[75],"thus":[76],"claim":[77],"evolutionary":[79,101,143],"algorithms":[80],"used":[83],"method.":[94,152],"propose":[96],"use":[98],"algorithm":[102,144],"SHADE":[103],"for":[104,115],"configuration":[109],"model":[114],"task":[117],"sentiment":[119],"analysis":[120],"Twitter.":[122],"evaluate":[124],"our":[125],"proposal":[126],"corpus":[129],"Spanish":[131],"tweets,":[132],"results":[135],"show":[136],"found":[140],"enhance":[145],"performance":[147]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2023,"cited_by_count":8},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":5},{"year":2020,"cited_by_count":2}],"updated_date":"2026-04-21T08:09:41.155169","created_date":"2025-10-10T00:00:00"}