{"id":"https://openalex.org/W2104631756","doi":"https://doi.org/10.1145/1543834.1543870","title":"Combinatorial effects of local structures and scoring metrics in bayesian optimization algorithm","display_name":"Combinatorial effects of local structures and scoring metrics in bayesian optimization algorithm","publication_year":2009,"publication_date":"2009-06-12","ids":{"openalex":"https://openalex.org/W2104631756","doi":"https://doi.org/10.1145/1543834.1543870","mag":"2104631756"},"language":"en","primary_location":{"id":"doi:10.1145/1543834.1543870","is_oa":false,"landing_page_url":"https://doi.org/10.1145/1543834.1543870","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the first ACM/SIGEVO Summit on Genetic and Evolutionary Computation","raw_type":"proceedings-article"},"type":"conference-paper","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/A5064679323","display_name":"Hossein Karshenas","orcid":"https://orcid.org/0000-0001-5607-4963"},"institutions":[{"id":"https://openalex.org/I67009956","display_name":"Iran University of Science and Technology","ror":"https://ror.org/01jw2p796","country_code":"IR","type":"education","lineage":["https://openalex.org/I67009956"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Hossein Karshenas","raw_affiliation_strings":["Iran University of Science and Technology, Tehran, Iran"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Iran University of Science and Technology, Tehran, Iran","institution_ids":["https://openalex.org/I67009956"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079607563","display_name":"Amin Nikanjam","orcid":"https://orcid.org/0000-0002-0440-6839"},"institutions":[{"id":"https://openalex.org/I67009956","display_name":"Iran University of Science and Technology","ror":"https://ror.org/01jw2p796","country_code":"IR","type":"education","lineage":["https://openalex.org/I67009956"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Amin Nikanjam","raw_affiliation_strings":["Iran University of Science and Technology, Tehran, Iran"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Iran University of Science and Technology, Tehran, Iran","institution_ids":["https://openalex.org/I67009956"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041240523","display_name":"B. Hoda Helmi","orcid":null},"institutions":[{"id":"https://openalex.org/I67009956","display_name":"Iran University of Science and Technology","ror":"https://ror.org/01jw2p796","country_code":"IR","type":"education","lineage":["https://openalex.org/I67009956"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"B. Hoda Helmi","raw_affiliation_strings":["Iran University of Science and Technology, Tehran, Iran"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Iran University of Science and Technology, Tehran, Iran","institution_ids":["https://openalex.org/I67009956"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5088576233","display_name":"Adel Torkaman Rahmani","orcid":"https://orcid.org/0000-0001-9234-8503"},"institutions":[{"id":"https://openalex.org/I67009956","display_name":"Iran University of Science and Technology","ror":"https://ror.org/01jw2p796","country_code":"IR","type":"education","lineage":["https://openalex.org/I67009956"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Adel T. Rahmani","raw_affiliation_strings":["Iran University of Science and Technology, Tehran, Iran"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Iran University of Science and Technology, Tehran, Iran","institution_ids":["https://openalex.org/I67009956"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I67009956"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":9,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"263","last_page":"270"},"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":0.9936000108718872,"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/T10906","display_name":"AI-based Problem Solving and Planning","score":0.9934999942779541,"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/metric","display_name":"Metric (unit)","score":0.7243339419364929},{"id":"https://openalex.org/keywords/bayesian-network","display_name":"Bayesian network","score":0.7004926204681396},{"id":"https://openalex.org/keywords/bayesian-optimization","display_name":"Bayesian optimization","score":0.6784178614616394},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5928583741188049},{"id":"https://openalex.org/keywords/bayesian-probability","display_name":"Bayesian probability","score":0.5390751361846924},{"id":"https://openalex.org/keywords/simple","display_name":"Simple (philosophy)","score":0.5244771838188171},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.5010008811950684},{"id":"https://openalex.org/keywords/variety","display_name":"Variety (cybernetics)","score":0.4400206208229065},{"id":"https://openalex.org/keywords/optimization-algorithm","display_name":"Optimization algorithm","score":0.4319302439689636},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4192364513874054},{"id":"https://openalex.org/keywords/computational-complexity-theory","display_name":"Computational complexity theory","score":0.4110628664493561},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.40468642115592957},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.38626256585121155},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.28245511651039124},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.06796792149543762}],"concepts":[{"id":"https://openalex.org/C176217482","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Metric (unit)","level":2,"score":0.7243339419364929},{"id":"https://openalex.org/C33724603","wikidata":"https://www.wikidata.org/wiki/Q812540","display_name":"Bayesian network","level":2,"score":0.7004926204681396},{"id":"https://openalex.org/C2778049539","wikidata":"https://www.wikidata.org/wiki/Q17002908","display_name":"Bayesian optimization","level":2,"score":0.6784178614616394},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5928583741188049},{"id":"https://openalex.org/C107673813","wikidata":"https://www.wikidata.org/wiki/Q812534","display_name":"Bayesian probability","level":2,"score":0.5390751361846924},{"id":"https://openalex.org/C2780586882","wikidata":"https://www.wikidata.org/wiki/Q7520643","display_name":"Simple (philosophy)","level":2,"score":0.5244771838188171},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.5010008811950684},{"id":"https://openalex.org/C136197465","wikidata":"https://www.wikidata.org/wiki/Q1729295","display_name":"Variety (cybernetics)","level":2,"score":0.4400206208229065},{"id":"https://openalex.org/C2987595161","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Optimization algorithm","level":2,"score":0.4319302439689636},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4192364513874054},{"id":"https://openalex.org/C179799912","wikidata":"https://www.wikidata.org/wiki/Q205084","display_name":"Computational complexity theory","level":2,"score":0.4110628664493561},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.40468642115592957},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.38626256585121155},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.28245511651039124},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.06796792149543762},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/1543834.1543870","is_oa":false,"landing_page_url":"https://doi.org/10.1145/1543834.1543870","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the first ACM/SIGEVO Summit on Genetic and Evolutionary Computation","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":21,"referenced_works":["https://openalex.org/W1530964327","https://openalex.org/W1534872837","https://openalex.org/W1540706608","https://openalex.org/W1564773553","https://openalex.org/W1566243137","https://openalex.org/W1864566053","https://openalex.org/W2035129393","https://openalex.org/W2079670651","https://openalex.org/W2096030104","https://openalex.org/W2096142265","https://openalex.org/W2113046796","https://openalex.org/W2159080219","https://openalex.org/W2168175751","https://openalex.org/W2172081677","https://openalex.org/W2414365832","https://openalex.org/W2468462628","https://openalex.org/W2610998434","https://openalex.org/W3004042307","https://openalex.org/W3020913839","https://openalex.org/W4292477447","https://openalex.org/W4300369442"],"related_works":["https://openalex.org/W3106461837","https://openalex.org/W4283700523","https://openalex.org/W3168182983","https://openalex.org/W4387079005","https://openalex.org/W4321472004","https://openalex.org/W4221166418","https://openalex.org/W2968265130","https://openalex.org/W3117893869","https://openalex.org/W2973085194","https://openalex.org/W4321260930"],"abstract_inverted_index":{"Bayesian":[0,24],"Optimization":[1],"Algorithm":[2],"(BOA)":[3],"has":[4],"been":[5,40],"used":[6],"with":[7,77,100],"different":[8],"local":[9,71],"structures":[10,72],"to":[11,22],"represent":[12],"more":[13],"complex":[14],"models":[15],"and":[16,59],"a":[17],"variety":[18],"of":[19,30,36,48,56,62,86,92,96],"scoring":[20],"metrics":[21],"evaluate":[23],"network.":[25],"But":[26,89],"the":[27,34,46,63,97],"combinatorial":[28],"effects":[29],"these":[31],"elements":[32],"on":[33],"performance":[35,47],"BOA":[37,49],"have":[38],"not":[39],"investigated":[41],"yet.":[42],"In":[43],"this":[44],"paper":[45],"is":[50,66],"studied":[51],"using":[52],"two":[53],"criteria:":[54],"Number":[55],"fitness":[57,93],"evaluations":[58,94],"structural":[60],"accuracy":[61],"model.":[64],"It":[65],"shown":[67],"that":[68],"simple":[69],"exact":[70],"like":[73],"CPT":[74,99],"in":[75,84],"conjunction":[76],"complexity":[78,102],"penalizing":[79,103],"BIC":[80],"metric":[81,104],"outperforms":[82],"others":[83],"terms":[85],"model":[87],"accuracy.":[88],"considering":[90],"number":[91],"(efficiency)":[95],"algorithm,":[98],"other":[101],"K2P":[105],"performs":[106],"better.":[107]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2017,"cited_by_count":1},{"year":2013,"cited_by_count":1},{"year":2012,"cited_by_count":2}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}