{"id":"https://openalex.org/W2955090947","doi":null,"title":"Multi-objective Bayesian optimization with reference point: sequential and parallel versions","display_name":"Multi-objective Bayesian optimization with reference point: sequential and parallel versions","publication_year":2019,"publication_date":"2019-03-18","ids":{"openalex":"https://openalex.org/W2955090947","mag":"2955090947"},"language":"en","primary_location":{"id":"mag:2955090947","doi":null,"is_oa":true,"landing_page_url":"https://hal.archives-ouvertes.fr/hal-02088729","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"HAL (Le Centre pour la Communication Scientifique Directe)","raw_type":null},"volume":null,"type":"preprint","is_traditional":true,"indexed_in":[],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://hal.archives-ouvertes.fr/hal-02088729","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5018768590","display_name":"David Gaudrie","orcid":"https://orcid.org/0000-0003-4609-1457","observed_orcids":["https://orcid.org/0000-0003-4609-1457"]},"institutions":[{"id":"https://openalex.org/I3019848993","display_name":"Mines Saint-\u00c9tienne","ror":"https://ror.org/05a1dws80","country_code":"FR","type":"education","lineage":["https://openalex.org/I203339264","https://openalex.org/I205703379","https://openalex.org/I3019848993"]},{"id":"https://openalex.org/I4210099416","display_name":"Laboratoire d'Informatique, de Mod\u00e9lisation et d'Optimisation des Syst\u00e8mes","ror":"https://ror.org/00t3fpp34","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I198244214","https://openalex.org/I203339264","https://openalex.org/I205703379","https://openalex.org/I3019848993","https://openalex.org/I4210099416","https://openalex.org/I4210123221","https://openalex.org/I4210159245","https://openalex.org/I4387154249"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"David Gaudrie","raw_affiliation_strings":["D\u00e9partement G\u00e9nie math\u00e9matique et industriel","Institut Henri Fayol","\u00c9cole des Mines de Saint-\u00c9tienne","Laboratoire d'Informatique, de Mod\u00e9lisation et d'Optimisation des Syst\u00e8mes"],"raw_orcid":"https://orcid.org/0000-0003-4609-1457","affiliations":[{"raw_affiliation_string":"D\u00e9partement G\u00e9nie math\u00e9matique et industriel","institution_ids":[]},{"raw_affiliation_string":"Institut Henri Fayol","institution_ids":["https://openalex.org/I3019848993"]},{"raw_affiliation_string":"\u00c9cole des Mines de Saint-\u00c9tienne","institution_ids":["https://openalex.org/I3019848993"]},{"raw_affiliation_string":"Laboratoire d'Informatique, de Mod\u00e9lisation et d'Optimisation des Syst\u00e8mes","institution_ids":["https://openalex.org/I4210099416"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043441750","display_name":"Rodolphe Le Riche","orcid":"https://orcid.org/0000-0002-3518-2110","observed_orcids":["https://orcid.org/0000-0002-3518-2110"]},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I3019848993","display_name":"Mines Saint-\u00c9tienne","ror":"https://ror.org/05a1dws80","country_code":"FR","type":"education","lineage":["https://openalex.org/I203339264","https://openalex.org/I205703379","https://openalex.org/I3019848993"]},{"id":"https://openalex.org/I4210099416","display_name":"Laboratoire d'Informatique, de Mod\u00e9lisation et d'Optimisation des Syst\u00e8mes","ror":"https://ror.org/00t3fpp34","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I198244214","https://openalex.org/I203339264","https://openalex.org/I205703379","https://openalex.org/I3019848993","https://openalex.org/I4210099416","https://openalex.org/I4210123221","https://openalex.org/I4210159245","https://openalex.org/I4387154249"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Rodolphe Le Riche","raw_affiliation_strings":["Ecole Nationale Sup\u00e9rieure des Mines de St Etienne","Laboratoire d'Informatique, de Mod\u00e9lisation et d'Optimisation des Syst\u00e8mes","Institut Henri Fayol","D\u00e9partement G\u00e9nie math\u00e9matique et industriel","Centre National de la Recherche Scientifique"],"raw_orcid":"https://orcid.org/0000-0002-3518-2110","affiliations":[{"raw_affiliation_string":"Ecole Nationale Sup\u00e9rieure des Mines de St Etienne","institution_ids":["https://openalex.org/I3019848993"]},{"raw_affiliation_string":"Laboratoire d'Informatique, de Mod\u00e9lisation et d'Optimisation des Syst\u00e8mes","institution_ids":["https://openalex.org/I4210099416"]},{"raw_affiliation_string":"Institut Henri Fayol","institution_ids":["https://openalex.org/I3019848993"]},{"raw_affiliation_string":"D\u00e9partement G\u00e9nie math\u00e9matique et industriel","institution_ids":[]},{"raw_affiliation_string":"Centre National de la Recherche Scientifique","institution_ids":["https://openalex.org/I1294671590"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010451551","display_name":"Victor Picheny","orcid":"https://orcid.org/0000-0002-4948-5542","observed_orcids":["https://orcid.org/0000-0002-4948-5542"]},"institutions":[{"id":"https://openalex.org/I4387154544","display_name":"Institut National de la Recherche Agronomique","ror":"https://ror.org/01x3gbx83","country_code":"FR","type":"government","lineage":["https://openalex.org/I4210088668","https://openalex.org/I4387154544"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Victor Picheny","raw_affiliation_strings":["Institut National de la Recherche Agronomique","PROWLER.io, 72 Hills Road, Cambridge"],"raw_orcid":"https://orcid.org/0000-0002-4948-5542","affiliations":[{"raw_affiliation_string":"Institut National de la Recherche Agronomique","institution_ids":["https://openalex.org/I4387154544"]},{"raw_affiliation_string":"PROWLER.io, 72 Hills Road, Cambridge","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079943362","display_name":"Beno\u00eet Enaux","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I268709337","display_name":"PSA Peugeot Citro\u00ebn (France)","ror":"https://ror.org/04zgvy449","country_code":"FR","type":"company","lineage":["https://openalex.org/I268709337"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Beno\u00eet Enaux","raw_affiliation_strings":["PSA Peugeot - Citro\u00ebn"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"PSA Peugeot - Citro\u00ebn","institution_ids":["https://openalex.org/I268709337"]}]},{"author_position":"last","author":{"id":null,"display_name":"Vincent Herbert","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I268709337","display_name":"PSA Peugeot Citro\u00ebn (France)","ror":"https://ror.org/04zgvy449","country_code":"FR","type":"company","lineage":["https://openalex.org/I268709337"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Vincent Herbert","raw_affiliation_strings":["PSA Peugeot - Citro\u00ebn"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"PSA Peugeot - Citro\u00ebn","institution_ids":["https://openalex.org/I268709337"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10848","display_name":"Advanced Multi-Objective Optimization Algorithms","score":0.9984999895095825,"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":0.9984999895095825,"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":0.0006000000284984708,"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"}},{"id":"https://openalex.org/T12814","display_name":"Gaussian Processes and Bayesian Inference","score":0.00019999999494757503,"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/multi-objective-bayesian-optimization","display_name":"multi-objective Bayesian optimization","score":0.9980000257492065},{"id":"https://openalex.org/keywords/reference-points","display_name":"reference points","score":0.6740000247955322},{"id":"https://openalex.org/keywords/gaussian-processes","display_name":"Gaussian processes","score":0.6650000214576721},{"id":"https://openalex.org/keywords/expected-improvement","display_name":"expected improvement","score":0.38199999928474426},{"id":"https://openalex.org/keywords/ego","display_name":"ego","score":0.4429999887943268},{"id":"https://openalex.org/keywords/convergence-detection","display_name":"convergence detection","score":0.753000020980835}],"concepts":[{"id":"https://openalex.org/C2778049539","wikidata":"https://www.wikidata.org/wiki/Q17002908","display_name":"Bayesian optimization","level":2,"score":0.7293074131011963},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.6767450571060181},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.636995255947113},{"id":"https://openalex.org/C2777303404","wikidata":"https://www.wikidata.org/wiki/Q759757","display_name":"Convergence (economics)","level":2,"score":0.6215375065803528},{"id":"https://openalex.org/C68781425","wikidata":"https://www.wikidata.org/wiki/Q2052203","display_name":"Multi-objective optimization","level":2,"score":0.61515873670578},{"id":"https://openalex.org/C107673813","wikidata":"https://www.wikidata.org/wiki/Q812534","display_name":"Bayesian probability","level":2,"score":0.553764283657074},{"id":"https://openalex.org/C137635306","wikidata":"https://www.wikidata.org/wiki/Q182667","display_name":"Pareto principle","level":2,"score":0.5532158613204956},{"id":"https://openalex.org/C163716315","wikidata":"https://www.wikidata.org/wiki/Q901177","display_name":"Gaussian","level":2,"score":0.5247763991355896},{"id":"https://openalex.org/C61326573","wikidata":"https://www.wikidata.org/wiki/Q1496376","display_name":"Gaussian process","level":3,"score":0.5001327991485596},{"id":"https://openalex.org/C75553542","wikidata":"https://www.wikidata.org/wiki/Q178161","display_name":"A priori and a posteriori","level":2,"score":0.4725639224052429},{"id":"https://openalex.org/C137836250","wikidata":"https://www.wikidata.org/wiki/Q984063","display_name":"Optimization problem","level":2,"score":0.4550727903842926},{"id":"https://openalex.org/C28719098","wikidata":"https://www.wikidata.org/wiki/Q44946","display_name":"Point (geometry)","level":2,"score":0.4250248074531555},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.4197717607021332},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2726690173149109},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.20533135533332825},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","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/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","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},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","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/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"mag:2955090947","doi":null,"is_oa":true,"landing_page_url":"https://hal.archives-ouvertes.fr/hal-02088729","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"HAL (Le Centre pour la Communication Scientifique Directe)","raw_type":null},{"id":"pmh:oai:HAL:hal-02088729v1","doi":null,"is_oa":false,"landing_page_url":"https://hal.science/hal-02088729","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I4405252976","host_organization_name":"Centre pour la Communication Scientifique Directe","host_organization_lineage":["https://openalex.org/I4405252976"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Mascot-Num annual conference, Mar 2019, Rueil-Malmaison, France","raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":{"id":"mag:2955090947","doi":null,"is_oa":true,"landing_page_url":"https://hal.archives-ouvertes.fr/hal-02088729","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"HAL (Le Centre pour la Communication Scientifique Directe)","raw_type":null},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2997056703","https://openalex.org/W2788957064","https://openalex.org/W2900306973","https://openalex.org/W2929331631","https://openalex.org/W2904422919","https://openalex.org/W3216577089","https://openalex.org/W2913815461","https://openalex.org/W2950407395","https://openalex.org/W3179914844","https://openalex.org/W7154008865"],"abstract_inverted_index":{"Bayesian":[0,172,189],"algorithms":[1],"(e.g.,":[2],"EGO,":[3],"GPareto)":[4],"are":[5,174],"a":[6,88,109,158],"popular":[7],"approach":[8],"to":[9,27,60,65,86,100,113,126,131,134,147,184],"the":[10,19,23,28,36,43,75,92,97,115,136,139,149,164,178,186],"mono":[11],"and":[12,40,129],"multi-objective":[13,188],"optimization":[14,190],"of":[15,33,38,45,77,91,138],"costly":[16],"functions.":[17],"Despite":[18],"gains":[20],"provided":[21],"by":[22],"Gaussian":[24,55,179],"models,":[25],"convergence":[26,133],"problem":[29],"solutions":[30,154],"remains":[31],"out":[32,176],"reach":[34],"when":[35],"number":[37,44,76],"variables":[39],"/":[41],"or":[42],"objective":[46,78],"functions":[47],"increase.In":[48],"this":[49,122],"presentation,":[50],"we":[51,111,120,145,181],"show":[52],"how":[53,125,130,183],"with":[54,163],"processes":[56],"it":[57,81,128,156],"is":[58,82,107,161],"possible":[59],"restrict":[61],"ambitions":[62],"in":[63,157],"order":[64],"recover":[66],"problems":[67],"that":[68,160],"can":[69],"be":[70],"solved.With":[71],"strong":[72],"restrictions":[73],"on":[74,177],"function":[79],"evaluations,":[80],"often":[83],"only":[84],"feasible":[85],"target":[87,114],"specific":[89],"point":[90,106],"Pareto":[93,116,140,152],"front.":[94],"We":[95],"describe":[96],"mEI":[98],"criterion":[99],"do":[101],"so.":[102],"When":[103],"no":[104],"such":[105],"known":[108],"priori,":[110],"propose":[112,146],"front":[117,141],"center.":[118],"Thus,":[119],"define":[121],"center,":[123],"explain":[124],"estimate":[127],"detect":[132],"it.Once":[135],"center":[137],"has":[142],"been":[143],"found,":[144],"enlarge":[148],"search":[150],"for":[151],"optimal":[153],"around":[155],"manner":[159],"compatible":[162],"remaining":[165],"computational":[166],"budget.":[167],"To":[168],"achieve":[169],"this,":[170],"virtual":[171],"optimizations":[173],"carried":[175],"processes.Finally,":[180],"discuss":[182],"parallelize":[185],"resulting":[187],"algorithm.":[191]},"counts_by_year":[],"updated_date":"2026-11-10T11:39:43.021295","created_date":"2019-07-12T00:00:00"}
