{"id":"https://openalex.org/W4206453815","doi":"https://doi.org/10.1007/s10898-021-01119-7","title":"Optimistic NAUTILUS navigator for multiobjective optimization with costly function evaluations","display_name":"Optimistic NAUTILUS navigator for multiobjective optimization with costly function evaluations","publication_year":2022,"publication_date":"2022-01-03","ids":{"openalex":"https://openalex.org/W4206453815","doi":"https://doi.org/10.1007/s10898-021-01119-7"},"language":"en","primary_location":{"id":"doi:10.1007/s10898-021-01119-7","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10898-021-01119-7","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10898-021-01119-7.pdf","source":{"id":"https://openalex.org/S115925768","display_name":"Journal of Global Optimization","issn_l":"0925-5001","issn":["0925-5001","1573-2916"],"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":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Global Optimization","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s10898-021-01119-7.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5086302118","display_name":"Bhupinder Singh Saini","orcid":"https://orcid.org/0000-0003-2455-3008"},"institutions":[{"id":"https://openalex.org/I94722563","display_name":"University of Jyv\u00e4skyl\u00e4","ror":"https://ror.org/05n3dz165","country_code":"FI","type":"education","lineage":["https://openalex.org/I94722563"]}],"countries":["FI"],"is_corresponding":true,"raw_author_name":"Bhupinder Singh Saini","raw_affiliation_strings":["Faculty of Information Technology, University of Jyvaskyla, P.O. Box 35 (Agora), FI-40014, Jyvaskyla, Finland"],"affiliations":[{"raw_affiliation_string":"Faculty of Information Technology, University of Jyvaskyla, P.O. Box 35 (Agora), FI-40014, Jyvaskyla, Finland","institution_ids":["https://openalex.org/I94722563"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007378438","display_name":"Michael Emmerich","orcid":"https://orcid.org/0000-0002-7342-2090"},"institutions":[{"id":"https://openalex.org/I55027601","display_name":"Netherlands Institute for Advanced Study in the Humanities and Social Sciences","ror":"https://ror.org/04z3wz653","country_code":"NL","type":"facility","lineage":["https://openalex.org/I1322597698","https://openalex.org/I55027601"]},{"id":"https://openalex.org/I94722563","display_name":"University of Jyv\u00e4skyl\u00e4","ror":"https://ror.org/05n3dz165","country_code":"FI","type":"education","lineage":["https://openalex.org/I94722563"]}],"countries":["FI","NL"],"is_corresponding":false,"raw_author_name":"Michael Emmerich","raw_affiliation_strings":["Faculty of Information Technology, University of Jyvaskyla, P.O. Box 35 (Agora), FI-40014, Jyvaskyla, Finland","Faculty of Science, Leiden Institute of Advanced Computer Science, Niels Bohrweg 1, 2333 CA, Leiden, The Netherlands"],"affiliations":[{"raw_affiliation_string":"Faculty of Information Technology, University of Jyvaskyla, P.O. Box 35 (Agora), FI-40014, Jyvaskyla, Finland","institution_ids":["https://openalex.org/I94722563"]},{"raw_affiliation_string":"Faculty of Science, Leiden Institute of Advanced Computer Science, Niels Bohrweg 1, 2333 CA, Leiden, The Netherlands","institution_ids":["https://openalex.org/I55027601"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089716924","display_name":"Atanu Mazumdar","orcid":"https://orcid.org/0000-0002-7760-3171"},"institutions":[{"id":"https://openalex.org/I94722563","display_name":"University of Jyv\u00e4skyl\u00e4","ror":"https://ror.org/05n3dz165","country_code":"FI","type":"education","lineage":["https://openalex.org/I94722563"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Atanu Mazumdar","raw_affiliation_strings":["Faculty of Information Technology, University of Jyvaskyla, P.O. Box 35 (Agora), FI-40014, Jyvaskyla, Finland"],"affiliations":[{"raw_affiliation_string":"Faculty of Information Technology, University of Jyvaskyla, P.O. Box 35 (Agora), FI-40014, Jyvaskyla, Finland","institution_ids":["https://openalex.org/I94722563"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079853327","display_name":"Bekir Af\u015far","orcid":"https://orcid.org/0000-0003-3643-2342"},"institutions":[{"id":"https://openalex.org/I94722563","display_name":"University of Jyv\u00e4skyl\u00e4","ror":"https://ror.org/05n3dz165","country_code":"FI","type":"education","lineage":["https://openalex.org/I94722563"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Bekir Afsar","raw_affiliation_strings":["Faculty of Information Technology, University of Jyvaskyla, P.O. Box 35 (Agora), FI-40014, Jyvaskyla, Finland"],"affiliations":[{"raw_affiliation_string":"Faculty of Information Technology, University of Jyvaskyla, P.O. Box 35 (Agora), FI-40014, Jyvaskyla, Finland","institution_ids":["https://openalex.org/I94722563"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009602747","display_name":"Babooshka Shavazipour","orcid":"https://orcid.org/0000-0002-6516-4423"},"institutions":[{"id":"https://openalex.org/I94722563","display_name":"University of Jyv\u00e4skyl\u00e4","ror":"https://ror.org/05n3dz165","country_code":"FI","type":"education","lineage":["https://openalex.org/I94722563"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Babooshka Shavazipour","raw_affiliation_strings":["Faculty of Information Technology, University of Jyvaskyla, P.O. Box 35 (Agora), FI-40014, Jyvaskyla, Finland"],"affiliations":[{"raw_affiliation_string":"Faculty of Information Technology, University of Jyvaskyla, P.O. Box 35 (Agora), FI-40014, Jyvaskyla, Finland","institution_ids":["https://openalex.org/I94722563"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5020945863","display_name":"Kaisa Miettinen","orcid":"https://orcid.org/0000-0003-1013-4689"},"institutions":[{"id":"https://openalex.org/I94722563","display_name":"University of Jyv\u00e4skyl\u00e4","ror":"https://ror.org/05n3dz165","country_code":"FI","type":"education","lineage":["https://openalex.org/I94722563"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Kaisa Miettinen","raw_affiliation_strings":["Faculty of Information Technology, University of Jyvaskyla, P.O. Box 35 (Agora), FI-40014, Jyvaskyla, Finland"],"affiliations":[{"raw_affiliation_string":"Faculty of Information Technology, University of Jyvaskyla, P.O. Box 35 (Agora), FI-40014, Jyvaskyla, Finland","institution_ids":["https://openalex.org/I94722563"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5086302118"],"corresponding_institution_ids":["https://openalex.org/I94722563"],"apc_list":{"value":2190,"currency":"EUR","value_usd":2780},"apc_paid":{"value":2190,"currency":"EUR","value_usd":2780},"fwci":0.3006,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.56083379,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":"83","issue":"4","first_page":"865","last_page":"889"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10848","display_name":"Advanced Multi-Objective Optimization Algorithms","score":1.0,"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":1.0,"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/T10928","display_name":"Probabilistic and Robust Engineering Design","score":0.9901999831199646,"subfield":{"id":"https://openalex.org/subfields/1804","display_name":"Statistics, Probability and Uncertainty"},"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/T11798","display_name":"Optimal Experimental Design Methods","score":0.9864000082015991,"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/nautilus","display_name":"Nautilus","score":0.8965972661972046},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.6914218664169312},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.6020423769950867},{"id":"https://openalex.org/keywords/pareto-principle","display_name":"Pareto principle","score":0.5897558331489563},{"id":"https://openalex.org/keywords/function","display_name":"Function (biology)","score":0.5467648506164551},{"id":"https://openalex.org/keywords/kriging","display_name":"Kriging","score":0.5040044188499451},{"id":"https://openalex.org/keywords/multi-objective-optimization","display_name":"Multi-objective optimization","score":0.46893811225891113},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.44765836000442505},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.3513088822364807},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.1714809536933899}],"concepts":[{"id":"https://openalex.org/C2781244455","wikidata":"https://www.wikidata.org/wiki/Q223939","display_name":"Nautilus","level":2,"score":0.8965972661972046},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.6914218664169312},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.6020423769950867},{"id":"https://openalex.org/C137635306","wikidata":"https://www.wikidata.org/wiki/Q182667","display_name":"Pareto principle","level":2,"score":0.5897558331489563},{"id":"https://openalex.org/C14036430","wikidata":"https://www.wikidata.org/wiki/Q3736076","display_name":"Function (biology)","level":2,"score":0.5467648506164551},{"id":"https://openalex.org/C81692654","wikidata":"https://www.wikidata.org/wiki/Q225926","display_name":"Kriging","level":2,"score":0.5040044188499451},{"id":"https://openalex.org/C68781425","wikidata":"https://www.wikidata.org/wiki/Q2052203","display_name":"Multi-objective optimization","level":2,"score":0.46893811225891113},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.44765836000442505},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.3513088822364807},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.1714809536933899},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","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/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C78458016","wikidata":"https://www.wikidata.org/wiki/Q840400","display_name":"Evolutionary biology","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1007/s10898-021-01119-7","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10898-021-01119-7","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10898-021-01119-7.pdf","source":{"id":"https://openalex.org/S115925768","display_name":"Journal of Global Optimization","issn_l":"0925-5001","issn":["0925-5001","1573-2916"],"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":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Global Optimization","raw_type":"journal-article"},{"id":"pmh:oai:jyx.jyu.fi:123456789/79299","is_oa":true,"landing_page_url":"http://urn.fi/URN:NBN:fi:jyu-202201111077","pdf_url":null,"source":{"id":"https://openalex.org/S4306400563","display_name":"Jyv\u00e4skyl\u00e4 University Digital Archive (University of Jyv\u00e4skyl\u00e4)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I94722563","host_organization_name":"University of Jyv\u00e4skyl\u00e4","host_organization_lineage":["https://openalex.org/I94722563"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"A1"},{"id":"pmh:oai:RePEc:spr:jglopt:v:83:y:2022:i:4:d:10.1007_s10898-021-01119-7","is_oa":false,"landing_page_url":"http://link.springer.com/10.1007/s10898-021-01119-7","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"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":"article"}],"best_oa_location":{"id":"doi:10.1007/s10898-021-01119-7","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10898-021-01119-7","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10898-021-01119-7.pdf","source":{"id":"https://openalex.org/S115925768","display_name":"Journal of Global Optimization","issn_l":"0925-5001","issn":["0925-5001","1573-2916"],"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":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Global Optimization","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","display_name":"Peace, Justice and strong institutions","score":0.47999998927116394}],"awards":[{"id":"https://openalex.org/G2101370176","display_name":null,"funder_award_id":"311877","funder_id":"https://openalex.org/F4320323168","funder_display_name":"Jyv\u00e4skyl\u00e4n Yliopisto"},{"id":"https://openalex.org/G3609107129","display_name":null,"funder_award_id":"Grant","funder_id":"https://openalex.org/F4320321108","funder_display_name":"Academy of Finland"},{"id":"https://openalex.org/G7231900010","display_name":null,"funder_award_id":"311877","funder_id":"https://openalex.org/F4320321108","funder_display_name":"Academy of Finland"},{"id":"https://openalex.org/G7918338200","display_name":null,"funder_award_id":"Analytics","funder_id":"https://openalex.org/F4320321108","funder_display_name":"Academy of Finland"},{"id":"https://openalex.org/G8782467213","display_name":null,"funder_award_id":"322221","funder_id":"https://openalex.org/F4320321108","funder_display_name":"Academy of Finland"}],"funders":[{"id":"https://openalex.org/F4320321108","display_name":"Academy of Finland","ror":"https://ror.org/05k73zm37"},{"id":"https://openalex.org/F4320323168","display_name":"Jyv\u00e4skyl\u00e4n Yliopisto","ror":"https://ror.org/05n3dz165"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4206453815.pdf","grobid_xml":"https://content.openalex.org/works/W4206453815.grobid-xml"},"referenced_works_count":42,"referenced_works":["https://openalex.org/W55912154","https://openalex.org/W158283632","https://openalex.org/W173895910","https://openalex.org/W1495658734","https://openalex.org/W1510052597","https://openalex.org/W1563231564","https://openalex.org/W1965772894","https://openalex.org/W1978234976","https://openalex.org/W1983089897","https://openalex.org/W1985357653","https://openalex.org/W2003394848","https://openalex.org/W2013596835","https://openalex.org/W2023119259","https://openalex.org/W2036850658","https://openalex.org/W2046382398","https://openalex.org/W2046779689","https://openalex.org/W2054799120","https://openalex.org/W2054889324","https://openalex.org/W2056108108","https://openalex.org/W2061911928","https://openalex.org/W2080714465","https://openalex.org/W2084737925","https://openalex.org/W2111526171","https://openalex.org/W2112036188","https://openalex.org/W2138309709","https://openalex.org/W2151238122","https://openalex.org/W2343601797","https://openalex.org/W2546299924","https://openalex.org/W2548304608","https://openalex.org/W2626285949","https://openalex.org/W2772079570","https://openalex.org/W2891186800","https://openalex.org/W2900306973","https://openalex.org/W2901052450","https://openalex.org/W2939522629","https://openalex.org/W3011865677","https://openalex.org/W3099988708","https://openalex.org/W4235967258","https://openalex.org/W4249254067","https://openalex.org/W4292864963","https://openalex.org/W6628652130","https://openalex.org/W6630710219"],"related_works":["https://openalex.org/W2090178682","https://openalex.org/W2073147994","https://openalex.org/W2001591765","https://openalex.org/W4241467429","https://openalex.org/W2384474142","https://openalex.org/W3083133203","https://openalex.org/W2744462909","https://openalex.org/W1971520370","https://openalex.org/W1588199609","https://openalex.org/W1550055091"],"abstract_inverted_index":{"Abstract":[0],"We":[1,101,135],"introduce":[2],"novel":[3],"concepts":[4],"to":[5,51,69,82,112,147],"solve":[6],"multiobjective":[7],"optimization":[8],"problems":[9],"involving":[10],"(computationally)":[11],"expensive":[12,98],"function":[13,40,99],"evaluations":[14],"and":[15,30,45,92,139],"propose":[16],"a":[17,33,71,94,117,144],"new":[18],"interactive":[19],"method":[20,50],"called":[21],"O-NAUTILUS.":[22],"It":[23],"combines":[24],"ideas":[25],"of":[26,87,97,105,132,141,150],"trade-off":[27],"free":[28],"search":[29,83],"navigation":[31],"(where":[32],"decision":[34,80,118],"maker":[35,81,119],"sees":[36],"changes":[37],"in":[38,42,84,122],"objective":[39],"values":[41],"real":[43,123],"time)":[44],"extends":[46],"the":[47,79,88,103,126,130,133,137,148],"NAUTILUS":[48],"Navigator":[49],"surrogate-assisted":[52],"optimization.":[53],"Importantly,":[54],"it":[55],"utilizes":[56],"uncertainty":[57],"quantification":[58],"from":[59],"surrogate":[60],"models":[61],"like":[62,66],"Kriging":[63],"or":[64],"properties":[65],"Lipschitz":[67],"continuity":[68],"approximate":[70],"so-called":[72],"optimistic":[73],"Pareto":[74,89],"optimal":[75,90],"set.":[76],"This":[77],"enables":[78],"unexplored":[85],"parts":[86],"set":[91],"requires":[93],"small":[95],"amount":[96],"evaluations.":[100],"share":[102],"implementation":[104],"O-NAUTILUS":[106,142],"as":[107],"open":[108],"source":[109],"code.":[110],"Thanks":[111],"its":[113],"graphical":[114],"user":[115],"interface,":[116],"can":[120],"see":[121],"time":[124],"how":[125],"preferences":[127],"provided":[128],"affect":[129],"direction":[131],"search.":[134],"demonstrate":[136],"potential":[138],"benefits":[140],"with":[143],"problem":[145],"related":[146],"design":[149],"vehicles.":[151]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1}],"updated_date":"2026-03-18T14:38:29.013473","created_date":"2025-10-10T00:00:00"}
