{"id":"https://openalex.org/W3006592782","doi":"https://doi.org/10.1007/978-3-030-40616-5_3","title":"Are Humans Bayesian in the Optimization of Black-Box Functions?","display_name":"Are Humans Bayesian in the Optimization of Black-Box Functions?","publication_year":2020,"publication_date":"2020-01-01","ids":{"openalex":"https://openalex.org/W3006592782","doi":"https://doi.org/10.1007/978-3-030-40616-5_3","mag":"3006592782"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-030-40616-5_3","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-030-40616-5_3","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":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5007832994","display_name":"Antonio Candelieri","orcid":"https://orcid.org/0000-0003-1431-576X"},"institutions":[{"id":"https://openalex.org/I66752286","display_name":"University of Milano-Bicocca","ror":"https://ror.org/01ynf4891","country_code":"IT","type":"education","lineage":["https://openalex.org/I66752286"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Antonio Candelieri","raw_affiliation_strings":["University of Milano-Bicocca, 20126, Milan, Italy"],"raw_orcid":"https://orcid.org/0000-0003-1431-576X","affiliations":[{"raw_affiliation_string":"University of Milano-Bicocca, 20126, Milan, Italy","institution_ids":["https://openalex.org/I66752286"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070430119","display_name":"Riccardo Perego","orcid":"https://orcid.org/0000-0003-0117-2237"},"institutions":[{"id":"https://openalex.org/I66752286","display_name":"University of Milano-Bicocca","ror":"https://ror.org/01ynf4891","country_code":"IT","type":"education","lineage":["https://openalex.org/I66752286"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Riccardo Perego","raw_affiliation_strings":["University of Milano-Bicocca, 20126, Milan, Italy"],"raw_orcid":"https://orcid.org/0000-0003-0117-2237","affiliations":[{"raw_affiliation_string":"University of Milano-Bicocca, 20126, Milan, Italy","institution_ids":["https://openalex.org/I66752286"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063117823","display_name":"Ilaria Giordani","orcid":"https://orcid.org/0000-0002-6065-0473"},"institutions":[{"id":"https://openalex.org/I66752286","display_name":"University of Milano-Bicocca","ror":"https://ror.org/01ynf4891","country_code":"IT","type":"education","lineage":["https://openalex.org/I66752286"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Ilaria Giordani","raw_affiliation_strings":["University of Milano-Bicocca, 20126, Milan, Italy"],"raw_orcid":"https://orcid.org/0000-0002-6065-0473","affiliations":[{"raw_affiliation_string":"University of Milano-Bicocca, 20126, Milan, Italy","institution_ids":["https://openalex.org/I66752286"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5011390491","display_name":"Francesco Archetti","orcid":"https://orcid.org/0000-0003-1131-3830"},"institutions":[{"id":"https://openalex.org/I66752286","display_name":"University of Milano-Bicocca","ror":"https://ror.org/01ynf4891","country_code":"IT","type":"education","lineage":["https://openalex.org/I66752286"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Francesco Archetti","raw_affiliation_strings":["University of Milano-Bicocca, 20126, Milan, Italy"],"raw_orcid":"https://orcid.org/0000-0003-1131-3830","affiliations":[{"raw_affiliation_string":"University of Milano-Bicocca, 20126, Milan, Italy","institution_ids":["https://openalex.org/I66752286"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5007832994"],"corresponding_institution_ids":["https://openalex.org/I66752286"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":null,"fwci":0.55,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.65148907,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"32","last_page":"42"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12814","display_name":"Gaussian Processes and Bayesian Inference","score":0.9846000075340271,"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/T12814","display_name":"Gaussian Processes and Bayesian Inference","score":0.9846000075340271,"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":0.9836999773979187,"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/T12101","display_name":"Advanced Bandit Algorithms Research","score":0.942799985408783,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/bayesian-optimization","display_name":"Bayesian optimization","score":0.8924145698547363},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7835451364517212},{"id":"https://openalex.org/keywords/gaussian-process","display_name":"Gaussian process","score":0.6237363815307617},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6093816161155701},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6069708466529846},{"id":"https://openalex.org/keywords/bayesian-probability","display_name":"Bayesian probability","score":0.5843786597251892},{"id":"https://openalex.org/keywords/generalization","display_name":"Generalization","score":0.5535846948623657},{"id":"https://openalex.org/keywords/black-box","display_name":"Black box","score":0.5019242763519287},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.46276986598968506},{"id":"https://openalex.org/keywords/optimization-problem","display_name":"Optimization problem","score":0.4474680721759796},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.336348295211792},{"id":"https://openalex.org/keywords/gaussian","display_name":"Gaussian","score":0.30994635820388794},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.14132365584373474},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.11901190876960754}],"concepts":[{"id":"https://openalex.org/C2778049539","wikidata":"https://www.wikidata.org/wiki/Q17002908","display_name":"Bayesian optimization","level":2,"score":0.8924145698547363},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7835451364517212},{"id":"https://openalex.org/C61326573","wikidata":"https://www.wikidata.org/wiki/Q1496376","display_name":"Gaussian process","level":3,"score":0.6237363815307617},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6093816161155701},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6069708466529846},{"id":"https://openalex.org/C107673813","wikidata":"https://www.wikidata.org/wiki/Q812534","display_name":"Bayesian probability","level":2,"score":0.5843786597251892},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.5535846948623657},{"id":"https://openalex.org/C94966114","wikidata":"https://www.wikidata.org/wiki/Q29256","display_name":"Black box","level":2,"score":0.5019242763519287},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.46276986598968506},{"id":"https://openalex.org/C137836250","wikidata":"https://www.wikidata.org/wiki/Q984063","display_name":"Optimization problem","level":2,"score":0.4474680721759796},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.336348295211792},{"id":"https://openalex.org/C163716315","wikidata":"https://www.wikidata.org/wiki/Q901177","display_name":"Gaussian","level":2,"score":0.30994635820388794},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.14132365584373474},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.11901190876960754},{"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/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"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":2,"locations":[{"id":"doi:10.1007/978-3-030-40616-5_3","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-030-40616-5_3","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:boa.unimib.it:10281/408477","is_oa":false,"landing_page_url":"https://hdl.handle.net/10281/408477","pdf_url":null,"source":{"id":"https://openalex.org/S4306401259","display_name":"BOA (University of Milano-Bicocca)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I66752286","host_organization_name":"University of Milano-Bicocca","host_organization_lineage":["https://openalex.org/I66752286"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","display_name":"Peace, Justice and strong institutions","score":0.7699999809265137}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":23,"referenced_works":["https://openalex.org/W1510052597","https://openalex.org/W1563231564","https://openalex.org/W1618543586","https://openalex.org/W2039522160","https://openalex.org/W2054698589","https://openalex.org/W2108738385","https://openalex.org/W2120722175","https://openalex.org/W2133261881","https://openalex.org/W2134948265","https://openalex.org/W2168405694","https://openalex.org/W2400084313","https://openalex.org/W2409744450","https://openalex.org/W2736660860","https://openalex.org/W2793351526","https://openalex.org/W2794053345","https://openalex.org/W2804446681","https://openalex.org/W2900107753","https://openalex.org/W2943857514","https://openalex.org/W2951665052","https://openalex.org/W2963674559","https://openalex.org/W3090649106","https://openalex.org/W4234228486","https://openalex.org/W6601897980"],"related_works":["https://openalex.org/W3104422856","https://openalex.org/W4206864338","https://openalex.org/W4287867179","https://openalex.org/W3134690064","https://openalex.org/W4210726438","https://openalex.org/W4287752080","https://openalex.org/W3007674363","https://openalex.org/W2860329578","https://openalex.org/W3118984993","https://openalex.org/W3037706579"],"abstract_inverted_index":null,"counts_by_year":[{"year":2020,"cited_by_count":2}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}