{"id":"https://openalex.org/W1566243137","doi":"https://doi.org/10.1007/11844297_101","title":"Model Complexity vs. Performance in the Bayesian Optimization Algorithm","display_name":"Model Complexity vs. Performance in the Bayesian Optimization Algorithm","publication_year":2006,"publication_date":"2006-01-01","ids":{"openalex":"https://openalex.org/W1566243137","doi":"https://doi.org/10.1007/11844297_101","mag":"1566243137"},"language":"en","primary_location":{"id":"doi:10.1007/11844297_101","is_oa":false,"landing_page_url":"https://doi.org/10.1007/11844297_101","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"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":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"type":"book-chapter","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"http://usir.salford.ac.uk/id/eprint/41384/","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5001491657","display_name":"Elon Correa","orcid":"https://orcid.org/0000-0002-5122-4384"},"institutions":[{"id":"https://openalex.org/I20581793","display_name":"University of Kent","ror":"https://ror.org/00xkeyj56","country_code":"GB","type":"education","lineage":["https://openalex.org/I20581793"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Elon S. Correa","raw_affiliation_strings":["Computing Laboratory, University of Kent, Canterbury, Kent, CT2 7NF, United Kingdom","Computing Laboratory, University of Kent, Canterbury, Kent, United Kingdom"],"affiliations":[{"raw_affiliation_string":"Computing Laboratory, University of Kent, Canterbury, Kent, CT2 7NF, United Kingdom","institution_ids":["https://openalex.org/I20581793"]},{"raw_affiliation_string":"Computing Laboratory, University of Kent, Canterbury, Kent, United Kingdom","institution_ids":["https://openalex.org/I20581793"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5064060276","display_name":"Jonathan Shapiro","orcid":"https://orcid.org/0000-0002-9572-9544"},"institutions":[{"id":"https://openalex.org/I28407311","display_name":"University of Manchester","ror":"https://ror.org/027m9bs27","country_code":"GB","type":"education","lineage":["https://openalex.org/I28407311"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Jonathan L. Shapiro","raw_affiliation_strings":["School of Computer Science, University of Manchester, Manchester, M13 9PL, United Kingdom","[School of Computer Science, University of Manchester, Manchester, United Kingdom]"],"affiliations":[{"raw_affiliation_string":"School of Computer Science, University of Manchester, Manchester, M13 9PL, United Kingdom","institution_ids":["https://openalex.org/I28407311"]},{"raw_affiliation_string":"[School of Computer Science, University of Manchester, Manchester, United Kingdom]","institution_ids":["https://openalex.org/I28407311"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5001491657"],"corresponding_institution_ids":["https://openalex.org/I20581793"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":null,"fwci":0.9045,"has_fulltext":false,"cited_by_count":18,"citation_normalized_percentile":{"value":0.74094906,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"998","last_page":"1007"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11303","display_name":"Bayesian Modeling and Causal Inference","score":0.9995999932289124,"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/T11303","display_name":"Bayesian Modeling and Causal Inference","score":0.9995999932289124,"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/T12072","display_name":"Machine Learning and Algorithms","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"}},{"id":"https://openalex.org/T12535","display_name":"Machine Learning and Data Classification","score":0.9908000230789185,"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/bayesian-network","display_name":"Bayesian network","score":0.7399293780326843},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6587591171264648},{"id":"https://openalex.org/keywords/estimation-of-distribution-algorithm","display_name":"Estimation of distribution algorithm","score":0.5641205310821533},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.5389497876167297},{"id":"https://openalex.org/keywords/bayesian-probability","display_name":"Bayesian probability","score":0.5204751491546631},{"id":"https://openalex.org/keywords/graphical-model","display_name":"Graphical model","score":0.508164644241333},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.5020439624786377},{"id":"https://openalex.org/keywords/probability-distribution","display_name":"Probability distribution","score":0.48135167360305786},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.4799249768257141},{"id":"https://openalex.org/keywords/population","display_name":"Population","score":0.4400758445262909},{"id":"https://openalex.org/keywords/optimization-problem","display_name":"Optimization problem","score":0.42331695556640625},{"id":"https://openalex.org/keywords/prior-probability","display_name":"Prior probability","score":0.41954436898231506},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.40427568554878235},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.30759483575820923},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.28635573387145996},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.1407681405544281}],"concepts":[{"id":"https://openalex.org/C33724603","wikidata":"https://www.wikidata.org/wiki/Q812540","display_name":"Bayesian network","level":2,"score":0.7399293780326843},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6587591171264648},{"id":"https://openalex.org/C162500139","wikidata":"https://www.wikidata.org/wiki/Q2835887","display_name":"Estimation of distribution algorithm","level":2,"score":0.5641205310821533},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.5389497876167297},{"id":"https://openalex.org/C107673813","wikidata":"https://www.wikidata.org/wiki/Q812534","display_name":"Bayesian probability","level":2,"score":0.5204751491546631},{"id":"https://openalex.org/C155846161","wikidata":"https://www.wikidata.org/wiki/Q1143367","display_name":"Graphical model","level":2,"score":0.508164644241333},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.5020439624786377},{"id":"https://openalex.org/C149441793","wikidata":"https://www.wikidata.org/wiki/Q200726","display_name":"Probability distribution","level":2,"score":0.48135167360305786},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.4799249768257141},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.4400758445262909},{"id":"https://openalex.org/C137836250","wikidata":"https://www.wikidata.org/wiki/Q984063","display_name":"Optimization problem","level":2,"score":0.42331695556640625},{"id":"https://openalex.org/C177769412","wikidata":"https://www.wikidata.org/wiki/Q278090","display_name":"Prior probability","level":3,"score":0.41954436898231506},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.40427568554878235},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.30759483575820923},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.28635573387145996},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.1407681405544281},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"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/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1007/11844297_101","is_oa":false,"landing_page_url":"https://doi.org/10.1007/11844297_101","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"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":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},{"id":"pmh:oai:pure.atira.dk:openaire_cris_publications/e044c7d4-1be1-4474-85a8-1fe7e98371d8","is_oa":false,"landing_page_url":"http://dblp.uni-trier.de/db/conf/ppsn/ppsn2006.html#CorreaS06","pdf_url":null,"source":{"id":"https://openalex.org/S4306400662","display_name":"Research Explorer (The University of Manchester)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I28407311","host_organization_name":"University of Manchester","host_organization_lineage":["https://openalex.org/I28407311"],"host_organization_lineage_names":[],"type":"repository"},"license":"public-domain","license_id":"https://openalex.org/licenses/public-domain","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Correa, E S & Shapiro, J L 2006, Model complexity vs. performance in the Bayesian optimization algorithm. in Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)|Lect. Notes Comput. Sci.. vol. 4193, Lecture Notes in Computer Science, Springer Nature, pp. 998-1007, 9th International Conference on Parallel Problem Solving from Nature, PPSN IX, Reykjavik, 1/07/06. https://doi.org/10.1007/11844297_101","raw_type":"info:eu-repo/semantics/conferenceObject"},{"id":"pmh:oai:pure.atira.dk:publications/e044c7d4-1be1-4474-85a8-1fe7e98371d8","is_oa":false,"landing_page_url":"http://dblp.uni-trier.de/rec/bibtex/conf/ppsn/CorreaS06","pdf_url":null,"source":{"id":"https://openalex.org/S4306400662","display_name":"Research Explorer (The University of Manchester)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I28407311","host_organization_name":"University of Manchester","host_organization_lineage":["https://openalex.org/I28407311"],"host_organization_lineage_names":[],"type":"repository"},"license":"public-domain","license_id":"https://openalex.org/licenses/public-domain","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Correa, E S & Shapiro, J L 2006, Model complexity vs. performance in the Bayesian optimization algorithm. in Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)|Lect. Notes Comput. Sci.. vol. 4193, Lecture Notes in Computer Science, Springer Nature, pp. 998-1007, 9th International Conference on Parallel Problem Solving from Nature, PPSN IX, Reykjavik, 1/07/06. https://doi.org/10.1007/11844297_101","raw_type":"info:eu-repo/semantics/conferenceObject"},{"id":"pmh:oai:usir.salford.ac.uk:41384","is_oa":true,"landing_page_url":"http://usir.salford.ac.uk/id/eprint/41384/","pdf_url":null,"source":{"id":"https://openalex.org/S4306401501","display_name":"University of Salford Institutional Repository (University of Salford)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I54459138","host_organization_name":"University of Salford","host_organization_lineage":["https://openalex.org/I54459138"],"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":"","raw_type":"Conference or Workshop Item"}],"best_oa_location":{"id":"pmh:oai:usir.salford.ac.uk:41384","is_oa":true,"landing_page_url":"http://usir.salford.ac.uk/id/eprint/41384/","pdf_url":null,"source":{"id":"https://openalex.org/S4306401501","display_name":"University of Salford Institutional Repository (University of Salford)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I54459138","host_organization_name":"University of Salford","host_organization_lineage":["https://openalex.org/I54459138"],"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":"","raw_type":"Conference or Workshop Item"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":16,"referenced_works":["https://openalex.org/W4983232","https://openalex.org/W154880817","https://openalex.org/W156009831","https://openalex.org/W178169250","https://openalex.org/W1482954786","https://openalex.org/W1521821662","https://openalex.org/W1551931549","https://openalex.org/W1565429413","https://openalex.org/W1755360231","https://openalex.org/W2010975069","https://openalex.org/W2036265926","https://openalex.org/W2159080219","https://openalex.org/W2468462628","https://openalex.org/W3004042307","https://openalex.org/W4250716500","https://openalex.org/W4299670631"],"related_works":["https://openalex.org/W3183113072","https://openalex.org/W2086376786","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"],"abstract_inverted_index":null,"counts_by_year":[{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":2},{"year":2016,"cited_by_count":1},{"year":2015,"cited_by_count":1},{"year":2014,"cited_by_count":2},{"year":2013,"cited_by_count":3}],"updated_date":"2026-04-19T08:26:33.389920","created_date":"2025-10-10T00:00:00"}