{"id":"https://openalex.org/W4290075440","doi":"https://doi.org/10.1007/s13042-022-01623-6","title":"A hyper-heuristic guided by a probabilistic graphical model for single-objective real-parameter optimization","display_name":"A hyper-heuristic guided by a probabilistic graphical model for single-objective real-parameter optimization","publication_year":2022,"publication_date":"2022-08-06","ids":{"openalex":"https://openalex.org/W4290075440","doi":"https://doi.org/10.1007/s13042-022-01623-6"},"language":"en","primary_location":{"id":"doi:10.1007/s13042-022-01623-6","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s13042-022-01623-6","pdf_url":null,"source":{"id":"https://openalex.org/S2764999920","display_name":"International Journal of Machine Learning and Cybernetics","issn_l":"1868-8071","issn":["1868-8071","1868-808X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Machine Learning and Cybernetics","raw_type":"journal-article"},"type":"article","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/A5056251028","display_name":"Diego Oliva","orcid":null},"institutions":[{"id":"https://openalex.org/I193181351","display_name":"Universidad de Guadalajara","ror":"https://ror.org/043xj7k26","country_code":"MX","type":"education","lineage":["https://openalex.org/I193181351"]}],"countries":["MX"],"is_corresponding":true,"raw_author_name":"Diego Oliva","raw_affiliation_strings":["Depto. de Innovaci\u00f3n Basada en la Informaci\u00f3n y el Conocimiento, Universidad de Guadalajara, CUCEI, (UDG), Guadalajara, Mexico"],"affiliations":[{"raw_affiliation_string":"Depto. de Innovaci\u00f3n Basada en la Informaci\u00f3n y el Conocimiento, Universidad de Guadalajara, CUCEI, (UDG), Guadalajara, Mexico","institution_ids":["https://openalex.org/I193181351"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048329604","display_name":"Marcella Scoczynski Ribeiro Martins","orcid":"https://orcid.org/0000-0002-5716-4968"},"institutions":[{"id":"https://openalex.org/I1283613182","display_name":"Universidade Tecnol\u00f3gica Federal do Paran\u00e1","ror":"https://ror.org/002v2kq79","country_code":"BR","type":"education","lineage":["https://openalex.org/I1283613182"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Marcella S. R. Martins","raw_affiliation_strings":["Federal University of Technology-Paran\u00e1 (UTFPR), Curitiba, Brazil"],"affiliations":[{"raw_affiliation_string":"Federal University of Technology-Paran\u00e1 (UTFPR), Curitiba, Brazil","institution_ids":["https://openalex.org/I1283613182"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017323092","display_name":"Salvador Hinojosa","orcid":"https://orcid.org/0000-0001-9623-2022"},"institutions":[{"id":"https://openalex.org/I98461037","display_name":"Tecnol\u00f3gico de Monterrey","ror":"https://ror.org/03ayjn504","country_code":"MX","type":"education","lineage":["https://openalex.org/I98461037"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Salvador Hinojosa","raw_affiliation_strings":["School of Engineering and Sciences, Tecnologico de Monterrey (ITESM), Zapopan, Mexico"],"affiliations":[{"raw_affiliation_string":"School of Engineering and Sciences, Tecnologico de Monterrey (ITESM), Zapopan, Mexico","institution_ids":["https://openalex.org/I98461037"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057217204","display_name":"Mohamed Abd Elaziz","orcid":"https://orcid.org/0000-0002-7682-6269"},"institutions":[{"id":"https://openalex.org/I4400009028","display_name":"Galala University","ror":"https://ror.org/04x3ne739","country_code":null,"type":"education","lineage":["https://openalex.org/I4400009028"]},{"id":"https://openalex.org/I130009713","display_name":"Suez University","ror":"https://ror.org/00ndhrx30","country_code":"EG","type":"education","lineage":["https://openalex.org/I130009713"]},{"id":"https://openalex.org/I192398990","display_name":"Zagazig University","ror":"https://ror.org/053g6we49","country_code":"EG","type":"education","lineage":["https://openalex.org/I192398990"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Mohamed Abd Elaziz","raw_affiliation_strings":["Department of Mathematics, Faculty of Science, Zagazig University (ZU), Zagazig, Egypt","Faculty of Computer Science and Engineering, Galala University (GU), Suez, Egypt"],"affiliations":[{"raw_affiliation_string":"Department of Mathematics, Faculty of Science, Zagazig University (ZU), Zagazig, Egypt","institution_ids":["https://openalex.org/I192398990"]},{"raw_affiliation_string":"Faculty of Computer Science and Engineering, Galala University (GU), Suez, Egypt","institution_ids":["https://openalex.org/I130009713","https://openalex.org/I4400009028"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112400743","display_name":"Paulo Victor dos Santos","orcid":null},"institutions":[{"id":"https://openalex.org/I68106152","display_name":"Universidade Federal de Goi\u00e1s","ror":"https://ror.org/0039d5757","country_code":"BR","type":"education","lineage":["https://openalex.org/I68106152"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Paulo Victor dos Santos","raw_affiliation_strings":["Universidade Federal de Goi\u00e1s (UFG), Goi\u00e2nia, Brazil"],"affiliations":[{"raw_affiliation_string":"Universidade Federal de Goi\u00e1s (UFG), Goi\u00e2nia, Brazil","institution_ids":["https://openalex.org/I68106152"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012200011","display_name":"Gelson da Cruz","orcid":"https://orcid.org/0000-0002-8130-8087"},"institutions":[{"id":"https://openalex.org/I68106152","display_name":"Universidade Federal de Goi\u00e1s","ror":"https://ror.org/0039d5757","country_code":"BR","type":"education","lineage":["https://openalex.org/I68106152"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Gelson da Cruz","raw_affiliation_strings":["Universidade Federal de Goi\u00e1s (UFG), Goi\u00e2nia, Brazil"],"affiliations":[{"raw_affiliation_string":"Universidade Federal de Goi\u00e1s (UFG), Goi\u00e2nia, Brazil","institution_ids":["https://openalex.org/I68106152"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5019996443","display_name":"Seyed Jalaleddin Mousavirad","orcid":"https://orcid.org/0000-0001-8661-7578"},"institutions":[{"id":"https://openalex.org/I40734275","display_name":"Hakim Sabzevari University","ror":"https://ror.org/00zyh6d22","country_code":"IR","type":"education","lineage":["https://openalex.org/I40734275"]},{"id":"https://openalex.org/I161321875","display_name":"University of Beira Interior","ror":"https://ror.org/03nf36p02","country_code":"PT","type":"education","lineage":["https://openalex.org/I161321875"]}],"countries":["IR","PT"],"is_corresponding":false,"raw_author_name":"Seyed Jalaleddin Mousavirad","raw_affiliation_strings":["Hakin Sabzevari University (HSU), Sabzevar, Iran","Universidade da Beira Interior, Covilha, Portugal"],"affiliations":[{"raw_affiliation_string":"Hakin Sabzevari University (HSU), Sabzevar, Iran","institution_ids":["https://openalex.org/I40734275"]},{"raw_affiliation_string":"Universidade da Beira Interior, Covilha, Portugal","institution_ids":["https://openalex.org/I161321875"]}]}],"institutions":[],"countries_distinct_count":5,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5056251028"],"corresponding_institution_ids":["https://openalex.org/I193181351"],"apc_list":{"value":2790,"currency":"EUR","value_usd":3590},"apc_paid":null,"fwci":1.3533,"has_fulltext":false,"cited_by_count":9,"citation_normalized_percentile":{"value":0.82916575,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":97},"biblio":{"volume":"13","issue":"12","first_page":"3743","last_page":"3772"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10848","display_name":"Advanced Multi-Objective Optimization Algorithms","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"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/T10848","display_name":"Advanced Multi-Objective Optimization Algorithms","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"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"}},{"id":"https://openalex.org/T12535","display_name":"Machine Learning and Data Classification","score":0.9891999959945679,"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/metaheuristic","display_name":"Metaheuristic","score":0.7097461819648743},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.69953453540802},{"id":"https://openalex.org/keywords/heuristics","display_name":"Heuristics","score":0.6743980050086975},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.5601387023925781},{"id":"https://openalex.org/keywords/evolutionary-algorithm","display_name":"Evolutionary algorithm","score":0.5546662211418152},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.537670373916626},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5310466885566711},{"id":"https://openalex.org/keywords/bayesian-network","display_name":"Bayesian network","score":0.5243927836418152},{"id":"https://openalex.org/keywords/computational-intelligence","display_name":"Computational intelligence","score":0.5106294751167297},{"id":"https://openalex.org/keywords/probabilistic-logic","display_name":"Probabilistic logic","score":0.50185227394104},{"id":"https://openalex.org/keywords/hyper-heuristic","display_name":"Hyper-heuristic","score":0.49243173003196716},{"id":"https://openalex.org/keywords/heuristic","display_name":"Heuristic","score":0.49045655131340027},{"id":"https://openalex.org/keywords/graphical-model","display_name":"Graphical model","score":0.46181783080101013},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.426670104265213},{"id":"https://openalex.org/keywords/bayesian-optimization","display_name":"Bayesian optimization","score":0.42481040954589844},{"id":"https://openalex.org/keywords/optimization-problem","display_name":"Optimization problem","score":0.42218703031539917},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.327873170375824},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1920948028564453}],"concepts":[{"id":"https://openalex.org/C109718341","wikidata":"https://www.wikidata.org/wiki/Q1385229","display_name":"Metaheuristic","level":2,"score":0.7097461819648743},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.69953453540802},{"id":"https://openalex.org/C127705205","wikidata":"https://www.wikidata.org/wiki/Q5748245","display_name":"Heuristics","level":2,"score":0.6743980050086975},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.5601387023925781},{"id":"https://openalex.org/C159149176","wikidata":"https://www.wikidata.org/wiki/Q14489129","display_name":"Evolutionary algorithm","level":2,"score":0.5546662211418152},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.537670373916626},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5310466885566711},{"id":"https://openalex.org/C33724603","wikidata":"https://www.wikidata.org/wiki/Q812540","display_name":"Bayesian network","level":2,"score":0.5243927836418152},{"id":"https://openalex.org/C139502532","wikidata":"https://www.wikidata.org/wiki/Q1122090","display_name":"Computational intelligence","level":2,"score":0.5106294751167297},{"id":"https://openalex.org/C49937458","wikidata":"https://www.wikidata.org/wiki/Q2599292","display_name":"Probabilistic logic","level":2,"score":0.50185227394104},{"id":"https://openalex.org/C117270229","wikidata":"https://www.wikidata.org/wiki/Q5957539","display_name":"Hyper-heuristic","level":5,"score":0.49243173003196716},{"id":"https://openalex.org/C173801870","wikidata":"https://www.wikidata.org/wiki/Q201413","display_name":"Heuristic","level":2,"score":0.49045655131340027},{"id":"https://openalex.org/C155846161","wikidata":"https://www.wikidata.org/wiki/Q1143367","display_name":"Graphical model","level":2,"score":0.46181783080101013},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.426670104265213},{"id":"https://openalex.org/C2778049539","wikidata":"https://www.wikidata.org/wiki/Q17002908","display_name":"Bayesian optimization","level":2,"score":0.42481040954589844},{"id":"https://openalex.org/C137836250","wikidata":"https://www.wikidata.org/wiki/Q984063","display_name":"Optimization problem","level":2,"score":0.42218703031539917},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.327873170375824},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1920948028564453},{"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/C90509273","wikidata":"https://www.wikidata.org/wiki/Q11012","display_name":"Robot","level":2,"score":0.0},{"id":"https://openalex.org/C19966478","wikidata":"https://www.wikidata.org/wiki/Q4810574","display_name":"Mobile robot","level":3,"score":0.0},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0},{"id":"https://openalex.org/C188888258","wikidata":"https://www.wikidata.org/wiki/Q7353390","display_name":"Robot learning","level":4,"score":0.0},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s13042-022-01623-6","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s13042-022-01623-6","pdf_url":null,"source":{"id":"https://openalex.org/S2764999920","display_name":"International Journal of Machine Learning and Cybernetics","issn_l":"1868-8071","issn":["1868-8071","1868-808X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Machine Learning and Cybernetics","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":78,"referenced_works":["https://openalex.org/W60763295","https://openalex.org/W186577860","https://openalex.org/W575847903","https://openalex.org/W1510052597","https://openalex.org/W1511986666","https://openalex.org/W1517993545","https://openalex.org/W1527172735","https://openalex.org/W1547027981","https://openalex.org/W1565732740","https://openalex.org/W1565902586","https://openalex.org/W1692958259","https://openalex.org/W1814515812","https://openalex.org/W1937286944","https://openalex.org/W1965969360","https://openalex.org/W1981276685","https://openalex.org/W1987220363","https://openalex.org/W1989517261","https://openalex.org/W1997869834","https://openalex.org/W2006258746","https://openalex.org/W2017196268","https://openalex.org/W2036277535","https://openalex.org/W2038015627","https://openalex.org/W2056956492","https://openalex.org/W2059577760","https://openalex.org/W2072441740","https://openalex.org/W2080698535","https://openalex.org/W2082181144","https://openalex.org/W2083777413","https://openalex.org/W2086855087","https://openalex.org/W2091126685","https://openalex.org/W2113604942","https://openalex.org/W2113872448","https://openalex.org/W2134067165","https://openalex.org/W2137340504","https://openalex.org/W2140759234","https://openalex.org/W2145178363","https://openalex.org/W2148948822","https://openalex.org/W2151238122","https://openalex.org/W2158242120","https://openalex.org/W2159080219","https://openalex.org/W2161392888","https://openalex.org/W2162745921","https://openalex.org/W2163406942","https://openalex.org/W2165190832","https://openalex.org/W2173497437","https://openalex.org/W2184710176","https://openalex.org/W2331265447","https://openalex.org/W2414365832","https://openalex.org/W2506222777","https://openalex.org/W2606623026","https://openalex.org/W2735235715","https://openalex.org/W2741264135","https://openalex.org/W2766977507","https://openalex.org/W2781324069","https://openalex.org/W2783585128","https://openalex.org/W2889027779","https://openalex.org/W2896302100","https://openalex.org/W2922096023","https://openalex.org/W2930393601","https://openalex.org/W2954153503","https://openalex.org/W2995428710","https://openalex.org/W2999087044","https://openalex.org/W3015121100","https://openalex.org/W3098074841","https://openalex.org/W3111551443","https://openalex.org/W3128181050","https://openalex.org/W3135883090","https://openalex.org/W3136908367","https://openalex.org/W3174286198","https://openalex.org/W3196733085","https://openalex.org/W3198282457","https://openalex.org/W3203250071","https://openalex.org/W3203365843","https://openalex.org/W4233873857","https://openalex.org/W4236354166","https://openalex.org/W4249571003","https://openalex.org/W4301173492","https://openalex.org/W4302367531"],"related_works":["https://openalex.org/W3183113072","https://openalex.org/W2187019487","https://openalex.org/W2126934800","https://openalex.org/W1715419791","https://openalex.org/W643788828","https://openalex.org/W2158940596","https://openalex.org/W4200510307","https://openalex.org/W2484652232","https://openalex.org/W3125134981","https://openalex.org/W2188106786"],"abstract_inverted_index":null,"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":3}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}