{"id":"https://openalex.org/W2735913953","doi":"https://doi.org/10.1145/3067695.3084211","title":"Hyper-parameter selection in deep neural networks using parallel particle swarm optimization","display_name":"Hyper-parameter selection in deep neural networks using parallel particle swarm optimization","publication_year":2017,"publication_date":"2017-07-11","ids":{"openalex":"https://openalex.org/W2735913953","doi":"https://doi.org/10.1145/3067695.3084211","mag":"2735913953"},"language":"en","primary_location":{"id":"doi:10.1145/3067695.3084211","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3067695.3084211","pdf_url":null,"source":{"id":"https://openalex.org/S4363608771","display_name":"Proceedings of the Genetic and Evolutionary Computation Conference Companion","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Genetic and Evolutionary Computation Conference Companion","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"http://hdl.handle.net/10651/44829","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5070159096","display_name":"Pablo Ribalta Lorenzo","orcid":"https://orcid.org/0000-0002-3657-8053"},"institutions":[{"id":"https://openalex.org/I4210151481","display_name":"\u0141ukasiewicz Research Network - Institute of Welding","ror":"https://ror.org/05xx8bb48","country_code":"PL","type":"facility","lineage":["https://openalex.org/I4210129336","https://openalex.org/I4210151481"]}],"countries":["PL"],"is_corresponding":true,"raw_author_name":"Pablo Ribalta Lorenzo","raw_affiliation_strings":["Future Processing, Gliwice, Poland"],"affiliations":[{"raw_affiliation_string":"Future Processing, Gliwice, Poland","institution_ids":["https://openalex.org/I4210151481"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041796575","display_name":"Jakub Nalepa","orcid":"https://orcid.org/0000-0002-4026-1569"},"institutions":[{"id":"https://openalex.org/I119004910","display_name":"Silesian University of Technology","ror":"https://ror.org/02dyjk442","country_code":"PL","type":"education","lineage":["https://openalex.org/I119004910"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Jakub Nalepa","raw_affiliation_strings":["Future Processing/Silesian University of Technology, Gliwice, Poland"],"affiliations":[{"raw_affiliation_string":"Future Processing/Silesian University of Technology, Gliwice, Poland","institution_ids":["https://openalex.org/I119004910"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007997944","display_name":"Luciano S\u00e1nchez","orcid":"https://orcid.org/0000-0002-2446-1915"},"institutions":[{"id":"https://openalex.org/I165339363","display_name":"Universidad de Oviedo","ror":"https://ror.org/006gksa02","country_code":"ES","type":"education","lineage":["https://openalex.org/I165339363"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Luciano Sanchez Ramos","raw_affiliation_strings":["Universidad de Oviedo, Oviedo, Spain"],"affiliations":[{"raw_affiliation_string":"Universidad de Oviedo, Oviedo, Spain","institution_ids":["https://openalex.org/I165339363"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5023349682","display_name":"Jos\u00e9 Ranilla","orcid":"https://orcid.org/0000-0003-2941-3741"},"institutions":[{"id":"https://openalex.org/I165339363","display_name":"Universidad de Oviedo","ror":"https://ror.org/006gksa02","country_code":"ES","type":"education","lineage":["https://openalex.org/I165339363"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Jos\u00e9 Ranilla Pastor","raw_affiliation_strings":["Universidad de Oviedo, Oviedo, Spain"],"affiliations":[{"raw_affiliation_string":"Universidad de Oviedo, Oviedo, Spain","institution_ids":["https://openalex.org/I165339363"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5070159096"],"corresponding_institution_ids":["https://openalex.org/I4210151481"],"apc_list":null,"apc_paid":null,"fwci":4.3182,"has_fulltext":false,"cited_by_count":85,"citation_normalized_percentile":{"value":0.95927168,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"1864","last_page":"1871"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12535","display_name":"Machine Learning and Data Classification","score":0.9994999766349792,"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/T12535","display_name":"Machine Learning and Data Classification","score":0.9994999766349792,"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/T10036","display_name":"Advanced Neural Network Applications","score":0.9994000196456909,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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":0.9988999962806702,"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/scalability","display_name":"Scalability","score":0.805706262588501},{"id":"https://openalex.org/keywords/particle-swarm-optimization","display_name":"Particle swarm optimization","score":0.8020755648612976},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7438969016075134},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.7233908176422119},{"id":"https://openalex.org/keywords/deep-neural-networks","display_name":"Deep neural networks","score":0.631483793258667},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5637082457542419},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.5066888928413391},{"id":"https://openalex.org/keywords/multi-swarm-optimization","display_name":"Multi-swarm optimization","score":0.4947030246257782},{"id":"https://openalex.org/keywords/population","display_name":"Population","score":0.4927859604358673},{"id":"https://openalex.org/keywords/model-selection","display_name":"Model selection","score":0.4179680347442627},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.41487592458724976},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.35871100425720215},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1170397698879242}],"concepts":[{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.805706262588501},{"id":"https://openalex.org/C85617194","wikidata":"https://www.wikidata.org/wiki/Q2072794","display_name":"Particle swarm optimization","level":2,"score":0.8020755648612976},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7438969016075134},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.7233908176422119},{"id":"https://openalex.org/C2984842247","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep neural networks","level":3,"score":0.631483793258667},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5637082457542419},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.5066888928413391},{"id":"https://openalex.org/C122357587","wikidata":"https://www.wikidata.org/wiki/Q6934508","display_name":"Multi-swarm optimization","level":3,"score":0.4947030246257782},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.4927859604358673},{"id":"https://openalex.org/C93959086","wikidata":"https://www.wikidata.org/wiki/Q6888345","display_name":"Model selection","level":2,"score":0.4179680347442627},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.41487592458724976},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.35871100425720215},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1170397698879242},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0},{"id":"https://openalex.org/C149923435","wikidata":"https://www.wikidata.org/wiki/Q37732","display_name":"Demography","level":1,"score":0.0},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3067695.3084211","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3067695.3084211","pdf_url":null,"source":{"id":"https://openalex.org/S4363608771","display_name":"Proceedings of the Genetic and Evolutionary Computation Conference Companion","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Genetic and Evolutionary Computation Conference Companion","raw_type":"proceedings-article"},{"id":"pmh:oai:digibuo.uniovi.es:10651/44829","is_oa":true,"landing_page_url":"http://hdl.handle.net/10651/44829","pdf_url":null,"source":{"id":"https://openalex.org/S4306402334","display_name":"Consultation of the Doctoral Thesis Database (TESEO) (Ministerio de Educaci\u00f3n, Cultura y Deporte)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I2801976130","host_organization_name":"Ministerio de Educaci\u00f3n Cultura y Deporte","host_organization_lineage":["https://openalex.org/I2801976130"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Scopus","raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":{"id":"pmh:oai:digibuo.uniovi.es:10651/44829","is_oa":true,"landing_page_url":"http://hdl.handle.net/10651/44829","pdf_url":null,"source":{"id":"https://openalex.org/S4306402334","display_name":"Consultation of the Doctoral Thesis Database (TESEO) (Ministerio de Educaci\u00f3n, Cultura y Deporte)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I2801976130","host_organization_name":"Ministerio de Educaci\u00f3n Cultura y Deporte","host_organization_lineage":["https://openalex.org/I2801976130"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Scopus","raw_type":"info:eu-repo/semantics/conferenceObject"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320335039","display_name":"Narodowe Centrum Bada\u0144 i Rozwoju","ror":"https://ror.org/05pwfyy15"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":23,"referenced_works":["https://openalex.org/W4919037","https://openalex.org/W24956509","https://openalex.org/W1517016597","https://openalex.org/W1522301498","https://openalex.org/W1831950995","https://openalex.org/W1868018859","https://openalex.org/W1994197834","https://openalex.org/W2040622444","https://openalex.org/W2097998348","https://openalex.org/W2098677401","https://openalex.org/W2112796928","https://openalex.org/W2131241448","https://openalex.org/W2140404878","https://openalex.org/W2166107799","https://openalex.org/W2166348281","https://openalex.org/W2331759602","https://openalex.org/W2344075909","https://openalex.org/W2402846924","https://openalex.org/W2478311079","https://openalex.org/W2493480577","https://openalex.org/W2504108613","https://openalex.org/W2726140679","https://openalex.org/W2998993395"],"related_works":["https://openalex.org/W2006324351","https://openalex.org/W2965421953","https://openalex.org/W2349895019","https://openalex.org/W2241146626","https://openalex.org/W2116074880","https://openalex.org/W2070977815","https://openalex.org/W2950423922","https://openalex.org/W2121780490","https://openalex.org/W2137136732","https://openalex.org/W2972744589"],"abstract_inverted_index":{"The":[0,69],"need":[1],"of":[2,12,59,98],"manual":[3],"hyper-parameter":[4,48],"selection":[5,49],"can":[6,86],"seriously":[7],"hamper":[8],"the":[9,47,54,83],"model":[10],"optimization":[11],"Deep":[13],"Neural":[14],"Networks":[15],"(DNNs).":[16],"Conventional":[17],"automated":[18],"approaches":[19],"tackling":[20],"this":[21,33],"problem":[22],"suffer":[23],"from":[24],"poor":[25],"scalability":[26,75],"or":[27],"fail":[28],"in":[29,50,67,94],"certain":[30],"scenarios.":[31],"In":[32],"paper,":[34],"we":[35],"introduce":[36],"a":[37,57],"parallel":[38,84],"method":[39],"that":[40,82],"applies":[41],"Particle":[42],"Swarm":[43],"Optimization":[44],"(PSO)":[45],"for":[46,77],"DNNs.":[51,79],"To":[52],"estimate":[53],"best":[55],"hyper-parameters,":[56],"population":[58],"particles":[60],"is":[61],"evolved,":[62],"with":[63],"their":[64],"fitness":[65],"calculated":[66],"parallel.":[68],"experimental":[70],"results":[71],"demonstrate":[72],"very":[73],"desirable":[74],"properties":[76],"different":[78],"We":[80],"show":[81],"PSO":[85],"further":[87],"optimize":[88],"existent":[89],"models":[90],"designed":[91],"by":[92],"experts":[93],"an":[95],"affordable":[96],"amount":[97],"time.":[99]},"counts_by_year":[{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":15},{"year":2021,"cited_by_count":20},{"year":2020,"cited_by_count":12},{"year":2019,"cited_by_count":17},{"year":2018,"cited_by_count":6},{"year":2017,"cited_by_count":2}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2017-07-21T00:00:00"}