{"id":"https://openalex.org/W2056321650","doi":"https://doi.org/10.2478/v10065-008-0003-7","title":"Enhancement of Multiobjective Hierarchical Bayesian Optimization Algorithm using Sporadic Model Building","display_name":"Enhancement of Multiobjective Hierarchical Bayesian Optimization Algorithm using Sporadic Model Building","publication_year":2008,"publication_date":"2008-01-01","ids":{"openalex":"https://openalex.org/W2056321650","doi":"https://doi.org/10.2478/v10065-008-0003-7","mag":"2056321650"},"language":"en","primary_location":{"id":"doi:10.2478/v10065-008-0003-7","is_oa":true,"landing_page_url":"https://doi.org/10.2478/v10065-008-0003-7","pdf_url":null,"source":{"id":"https://openalex.org/S4210184648","display_name":"Annales Universitatis Mariae Curie-Sklodowska sectio AI \u2013 Informatica","issn_l":"1732-1360","issn":["1732-1360","2083-3628"],"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/P4310320322","host_organization_name":"De Gruyter Open","host_organization_lineage":["https://openalex.org/P4310320322","https://openalex.org/P4310313990"],"host_organization_lineage_names":["De Gruyter Open","De Gruyter"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Annales UMCS, Informatica","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.2478/v10065-008-0003-7","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5057962554","display_name":"Wies\u0142aw Piasecki","orcid":null},"institutions":[{"id":"https://openalex.org/I8264552","display_name":"Lublin University of Technology","ror":"https://ror.org/024zjzd49","country_code":"PL","type":"education","lineage":["https://openalex.org/I8264552"]}],"countries":["PL"],"is_corresponding":true,"raw_author_name":"Wies\u0142aw Piasecki","raw_affiliation_strings":["Information Security Division, Institute of Computer Science, Lublin University of Technology, Nadbystrzycka 36B, 20-618 Lublin, Poland#TAB#"],"affiliations":[{"raw_affiliation_string":"Information Security Division, Institute of Computer Science, Lublin University of Technology, Nadbystrzycka 36B, 20-618 Lublin, Poland#TAB#","institution_ids":["https://openalex.org/I8264552"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5057962554"],"corresponding_institution_ids":["https://openalex.org/I8264552"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.08265975,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"8","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10100","display_name":"Metaheuristic Optimization Algorithms Research","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/T10100","display_name":"Metaheuristic Optimization Algorithms Research","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/T10848","display_name":"Advanced Multi-Objective Optimization Algorithms","score":0.9993000030517578,"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/T11975","display_name":"Evolutionary Algorithms and Applications","score":0.9965000152587891,"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":0.580126941204071},{"id":"https://openalex.org/keywords/probabilistic-logic","display_name":"Probabilistic logic","score":0.5707190036773682},{"id":"https://openalex.org/keywords/bayesian-probability","display_name":"Bayesian probability","score":0.5032846331596375},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.4942586421966553},{"id":"https://openalex.org/keywords/model-building","display_name":"Model building","score":0.4909246265888214},{"id":"https://openalex.org/keywords/bayesian-optimization","display_name":"Bayesian optimization","score":0.47594261169433594},{"id":"https://openalex.org/keywords/optimization-algorithm","display_name":"Optimization algorithm","score":0.4693962633609772},{"id":"https://openalex.org/keywords/building-model","display_name":"Building model","score":0.4509066641330719},{"id":"https://openalex.org/keywords/hierarchical-database-model","display_name":"Hierarchical database model","score":0.442889928817749},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.42788994312286377},{"id":"https://openalex.org/keywords/statistical-model","display_name":"Statistical model","score":0.41781097650527954},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.31582581996917725},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.29538869857788086},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.29298391938209534},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.28006455302238464},{"id":"https://openalex.org/keywords/simulation","display_name":"Simulation","score":0.08081579208374023}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.580126941204071},{"id":"https://openalex.org/C49937458","wikidata":"https://www.wikidata.org/wiki/Q2599292","display_name":"Probabilistic logic","level":2,"score":0.5707190036773682},{"id":"https://openalex.org/C107673813","wikidata":"https://www.wikidata.org/wiki/Q812534","display_name":"Bayesian probability","level":2,"score":0.5032846331596375},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.4942586421966553},{"id":"https://openalex.org/C189474733","wikidata":"https://www.wikidata.org/wiki/Q917912","display_name":"Model building","level":2,"score":0.4909246265888214},{"id":"https://openalex.org/C2778049539","wikidata":"https://www.wikidata.org/wiki/Q17002908","display_name":"Bayesian optimization","level":2,"score":0.47594261169433594},{"id":"https://openalex.org/C2987595161","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Optimization algorithm","level":2,"score":0.4693962633609772},{"id":"https://openalex.org/C2778530916","wikidata":"https://www.wikidata.org/wiki/Q1352349","display_name":"Building model","level":2,"score":0.4509066641330719},{"id":"https://openalex.org/C144986985","wikidata":"https://www.wikidata.org/wiki/Q871236","display_name":"Hierarchical database model","level":2,"score":0.442889928817749},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.42788994312286377},{"id":"https://openalex.org/C114289077","wikidata":"https://www.wikidata.org/wiki/Q3284399","display_name":"Statistical model","level":2,"score":0.41781097650527954},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.31582581996917725},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.29538869857788086},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.29298391938209534},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.28006455302238464},{"id":"https://openalex.org/C44154836","wikidata":"https://www.wikidata.org/wiki/Q45045","display_name":"Simulation","level":1,"score":0.08081579208374023},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.2478/v10065-008-0003-7","is_oa":true,"landing_page_url":"https://doi.org/10.2478/v10065-008-0003-7","pdf_url":null,"source":{"id":"https://openalex.org/S4210184648","display_name":"Annales Universitatis Mariae Curie-Sklodowska sectio AI \u2013 Informatica","issn_l":"1732-1360","issn":["1732-1360","2083-3628"],"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/P4310320322","host_organization_name":"De Gruyter Open","host_organization_lineage":["https://openalex.org/P4310320322","https://openalex.org/P4310313990"],"host_organization_lineage_names":["De Gruyter Open","De Gruyter"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Annales UMCS, Informatica","raw_type":"journal-article"},{"id":"pmh:oai:ojs.umcsd.home.net.pl:article/3201","is_oa":true,"landing_page_url":"https://journals.umcs.pl/ai/article/view/3201","pdf_url":"https://journals.umcs.pl/ai/article/download/3201/2397","source":{"id":"https://openalex.org/S4306402290","display_name":"Studia Iuridica Lublinensia (Uniwersytet Marii Curie-Sk\u0142odowskiej w Lublinie)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I174183983","host_organization_name":"Maria Curie-Sk\u0142odowska University","host_organization_lineage":["https://openalex.org/I174183983"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Annales Universitatis Mariae Curie-Sklodowska, sectio AI \u2013 Informatica; Vol 8, No 1 (2008); 23-30","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:ojs.umcsd.home.net.pl:article/3221","is_oa":true,"landing_page_url":"http://journals.umcs.pl/ai/article/view/3221","pdf_url":null,"source":{"id":"https://openalex.org/S4306402290","display_name":"Studia Iuridica Lublinensia (Uniwersytet Marii Curie-Sk\u0142odowskiej w Lublinie)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I174183983","host_organization_name":"Maria Curie-Sk\u0142odowska University","host_organization_lineage":["https://openalex.org/I174183983"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Annales Universitatis Mariae Curie-Sklodowska, sectio AI \u00e2\u0080\u0093 Informatica; Vol 8, No 2 (2008); 23-30","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.2478/v10065-008-0003-7","is_oa":true,"landing_page_url":"https://doi.org/10.2478/v10065-008-0003-7","pdf_url":null,"source":{"id":"https://openalex.org/S4210184648","display_name":"Annales Universitatis Mariae Curie-Sklodowska sectio AI \u2013 Informatica","issn_l":"1732-1360","issn":["1732-1360","2083-3628"],"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/P4310320322","host_organization_name":"De Gruyter Open","host_organization_lineage":["https://openalex.org/P4310320322","https://openalex.org/P4310313990"],"host_organization_lineage_names":["De Gruyter Open","De Gruyter"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Annales UMCS, Informatica","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Sustainable cities and communities","id":"https://metadata.un.org/sdg/11","score":0.5}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W180797010","https://openalex.org/W1517993545","https://openalex.org/W1585939719","https://openalex.org/W1599573175","https://openalex.org/W2047284461","https://openalex.org/W2096142265","https://openalex.org/W2103944258","https://openalex.org/W2118114365","https://openalex.org/W2126105956","https://openalex.org/W2170539222","https://openalex.org/W2468462628","https://openalex.org/W3140119090","https://openalex.org/W3154803405","https://openalex.org/W4292477447","https://openalex.org/W6719982585"],"related_works":["https://openalex.org/W2312903756","https://openalex.org/W2003059389","https://openalex.org/W4321260930","https://openalex.org/W4232249373","https://openalex.org/W2998533289","https://openalex.org/W2162698833","https://openalex.org/W2072551401","https://openalex.org/W2048771665","https://openalex.org/W82012382","https://openalex.org/W3197427826"],"abstract_inverted_index":{"This":[0],"paper":[1],"describes":[2],"and":[3,61],"analyzes":[4],"the":[5,40,54,67,71,80,90,103,112,122],"efficiency":[6],"enhancement":[7,113],"of":[8,42,69,73,82,94,99,114,124],"Multiobjective":[9,22],"hierarchical":[10,23],"Bayesian":[11,24],"Optimization":[12,25],"Algorithm":[13,26],"(mohBOA)":[14],"by":[15],"using":[16,107],"Sporadic":[17],"Model":[18],"Building":[19],"(SMB).":[20],"Firstly,":[21],"is":[27,34,46,76,126],"shortly":[28],"described.":[29],"Secondly,":[30],"sporadic":[31,37,86,108],"model":[32,38,45,58,75,84,87,95,109],"building":[33,88,110],"presented.":[35],"Using":[36],"building,":[39],"structure":[41,72],"a":[43,74],"probabilistic":[44],"updated":[47],"once":[48],"every":[49],"few":[50],"iterations,":[51],"whereas":[52],"in":[53],"remaining":[55],"iterations":[56],"only":[57],"parameters":[59],"(conditional":[60],"marginal":[62],"probabilities)":[63],"are":[64,116],"updated.":[65],"Since":[66],"time":[68,81,92],"learning":[70],"much":[77],"longer":[78],"than":[79],"updating":[83],"parameters,":[85],"decreases":[89],"total":[91],"complexity":[93],"building.":[96],"The":[97],"results":[98,123],"experiments":[100,125],"show":[101],"that":[102],"theoretical":[104],"predictions":[105],"about":[106,121],"to":[111],"mohBOA":[115],"true.":[117],"Finally,":[118],"short":[119],"discussion":[120],"added.":[127]},"counts_by_year":[],"updated_date":"2026-03-20T20:47:17.329874","created_date":"2025-10-10T00:00:00"}
