{"id":"https://openalex.org/W7201833900","doi":"https://doi.org/10.1007/s10589-026-00818-9","title":"Decision-focused predictions via pessimistic bilevel optimization: complexity and algorithms","display_name":"Decision-focused predictions via pessimistic bilevel optimization: complexity and algorithms","publication_year":2026,"publication_date":"2026-08-07","ids":{"openalex":"https://openalex.org/W7201833900","doi":"https://doi.org/10.1007/s10589-026-00818-9"},"language":"en","primary_location":{"id":"doi:10.1007/s10589-026-00818-9","doi":"https://doi.org/10.1007/s10589-026-00818-9","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s10589-026-00818-9","pdf_url":null,"source":{"id":"https://openalex.org/S39243548","display_name":"Computational Optimization and Applications","issn_l":"0926-6003","issn":["0926-6003","1573-2894"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","dongbi-b","jufo-1","norway-1","poland-100","russia-white-list-2"],"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computational Optimization and Applications","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"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/A5059311607","display_name":"V\u00edctor Bucarey L.","orcid":"https://orcid.org/0000-0002-3043-8404","observed_orcids":["https://orcid.org/0000-0002-3043-8404"]},"institutions":[{"id":"https://openalex.org/I4210144665","display_name":"University of O'Higgins","ror":"https://ror.org/044cse639","country_code":"CL","type":"education","lineage":["https://openalex.org/I4210144665"]}],"countries":["CL"],"is_corresponding":true,"raw_author_name":"V\u00edctor Bucarey L\u00f3pez","raw_affiliation_strings":["Institute of Engineering Sciences, Universidad de O\u2019Higgins, Rancagua, Chile"],"raw_orcid":"https://orcid.org/0000-0002-3043-8404","affiliations":[{"raw_affiliation_string":"Institute of Engineering Sciences, Universidad de O\u2019Higgins, Rancagua, Chile","institution_ids":["https://openalex.org/I4210144665"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5093642604","display_name":"Sophia Calder\u00f3n","orcid":"https://orcid.org/0009-0002-8677-6733","observed_orcids":["https://orcid.org/0009-0002-8677-6733"]},"institutions":[{"id":"https://openalex.org/I4210144665","display_name":"University of O'Higgins","ror":"https://ror.org/044cse639","country_code":"CL","type":"education","lineage":["https://openalex.org/I4210144665"]}],"countries":["CL"],"is_corresponding":false,"raw_author_name":"Sophia Calder\u00f3n","raw_affiliation_strings":["Institute of Engineering Sciences, Universidad de O\u2019Higgins, Rancagua, Chile"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Engineering Sciences, Universidad de O\u2019Higgins, Rancagua, Chile","institution_ids":["https://openalex.org/I4210144665"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5137584659","display_name":"Gonzalo Mu\u00f1oz","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I69737025","display_name":"University of Chile","ror":"https://ror.org/047gc3g35","country_code":"CL","type":"education","lineage":["https://openalex.org/I69737025"]}],"countries":["CL"],"is_corresponding":false,"raw_author_name":"Gonzalo Mu\u00f1oz","raw_affiliation_strings":["Department of Industrial Engineering, Universidad de Chile, Santiago, Chile"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Industrial Engineering, Universidad de Chile, Santiago, Chile","institution_ids":["https://openalex.org/I69737025"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5079769970","display_name":"Fr\u00e9d\u00e9ric Semet","orcid":"https://orcid.org/0000-0002-1334-5417","observed_orcids":["https://orcid.org/0000-0002-1334-5417"]},"institutions":[{"id":"https://openalex.org/I4210138412","display_name":"Centre Inria de l'Universit\u00e9 de Lille","ror":"https://ror.org/04eej9726","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1326498283","https://openalex.org/I4210138412"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Fr\u00e9d\u00e9ric Semet","raw_affiliation_strings":["Inria Lille-Nord Europe, Lille, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Inria Lille-Nord Europe, Lille, France","institution_ids":["https://openalex.org/I4210138412"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5059311607"],"corresponding_institution_ids":["https://openalex.org/I4210144665"],"apc_list":{"value":3190,"currency":"USD","value_usd":3190},"apc_paid":null,"fwci":3.3147,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.93406389,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":91,"max":95},"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/T11413","display_name":"Risk and Portfolio Optimization","score":0.8359000086784363,"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"}},"topics":[{"id":"https://openalex.org/T11413","display_name":"Risk and Portfolio Optimization","score":0.8359000086784363,"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/T10963","display_name":"Advanced Optimization Algorithms Research","score":0.06350000202655792,"subfield":{"id":"https://openalex.org/subfields/2612","display_name":"Numerical Analysis"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10720","display_name":"Complexity and Algorithms in Graphs","score":0.03359999880194664,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/predict-then-optimize","display_name":"predict-then-optimize","score":0.8230000138282776},{"id":"https://openalex.org/keywords/np-completeness","display_name":"NP-completeness","score":0.902999997138977},{"id":"https://openalex.org/keywords/computational-complexity","display_name":"computational complexity","score":0.8360000252723694},{"id":"https://openalex.org/keywords/linear-regression","display_name":"linear regression","score":0.7829999923706055},{"id":"https://openalex.org/keywords/shortest-path","display_name":"shortest path","score":0.7099999785423279},{"id":"https://openalex.org/keywords/bipartite-matching","display_name":"bipartite matching","score":0.9890000224113464},{"id":"https://openalex.org/keywords/duality","display_name":"duality","score":0.6039999723434448}],"concepts":[{"id":"https://openalex.org/C3309286","wikidata":"https://www.wikidata.org/wiki/Q4907693","display_name":"Bilevel optimization","level":3,"score":0.7264999747276306},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.6840000152587891},{"id":"https://openalex.org/C50817715","wikidata":"https://www.wikidata.org/wiki/Q79895177","display_name":"Regret","level":2,"score":0.6604999899864197},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.5703999996185303},{"id":"https://openalex.org/C129844170","wikidata":"https://www.wikidata.org/wiki/Q41299","display_name":"Quadratic equation","level":2,"score":0.5254999995231628},{"id":"https://openalex.org/C165064840","wikidata":"https://www.wikidata.org/wiki/Q1321061","display_name":"Matching (statistics)","level":2,"score":0.5113000273704529},{"id":"https://openalex.org/C195956108","wikidata":"https://www.wikidata.org/wiki/Q7268362","display_name":"Quadratic growth","level":2,"score":0.4936000108718872},{"id":"https://openalex.org/C2778023678","wikidata":"https://www.wikidata.org/wiki/Q554403","display_name":"Duality (order theory)","level":2,"score":0.4880000054836273},{"id":"https://openalex.org/C81845259","wikidata":"https://www.wikidata.org/wiki/Q290117","display_name":"Quadratic programming","level":2,"score":0.4645000100135803},{"id":"https://openalex.org/C137836250","wikidata":"https://www.wikidata.org/wiki/Q984063","display_name":"Optimization problem","level":2,"score":0.45840001106262207},{"id":"https://openalex.org/C179799912","wikidata":"https://www.wikidata.org/wiki/Q205084","display_name":"Computational complexity theory","level":2,"score":0.44929999113082886},{"id":"https://openalex.org/C147764199","wikidata":"https://www.wikidata.org/wiki/Q6865248","display_name":"Minification","level":2,"score":0.3935000002384186},{"id":"https://openalex.org/C311688","wikidata":"https://www.wikidata.org/wiki/Q2393193","display_name":"Time complexity","level":2,"score":0.38989999890327454},{"id":"https://openalex.org/C41045048","wikidata":"https://www.wikidata.org/wiki/Q202843","display_name":"Linear programming","level":2,"score":0.37869998812675476},{"id":"https://openalex.org/C2780009758","wikidata":"https://www.wikidata.org/wiki/Q6804172","display_name":"Measure (data warehouse)","level":2,"score":0.375900000333786},{"id":"https://openalex.org/C2776502983","wikidata":"https://www.wikidata.org/wiki/Q690182","display_name":"Contrast (vision)","level":2,"score":0.35350000858306885},{"id":"https://openalex.org/C193254401","wikidata":"https://www.wikidata.org/wiki/Q2160088","display_name":"Robust optimization","level":2,"score":0.33820000290870667},{"id":"https://openalex.org/C127705205","wikidata":"https://www.wikidata.org/wiki/Q5748245","display_name":"Heuristics","level":2,"score":0.337799996137619},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.33500000834465027},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.321399986743927},{"id":"https://openalex.org/C163863214","wikidata":"https://www.wikidata.org/wiki/Q7624553","display_name":"Strong duality","level":3,"score":0.28949999809265137},{"id":"https://openalex.org/C24858836","wikidata":"https://www.wikidata.org/wiki/Q844718","display_name":"Theory of computation","level":2,"score":0.27720001339912415},{"id":"https://openalex.org/C163175372","wikidata":"https://www.wikidata.org/wiki/Q3339222","display_name":"Linear model","level":2,"score":0.2705000042915344},{"id":"https://openalex.org/C107321475","wikidata":"https://www.wikidata.org/wiki/Q5374254","display_name":"Empirical risk minimization","level":2,"score":0.2669000029563904}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s10589-026-00818-9","doi":"https://doi.org/10.1007/s10589-026-00818-9","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s10589-026-00818-9","pdf_url":null,"source":{"id":"https://openalex.org/S39243548","display_name":"Computational Optimization and Applications","issn_l":"0926-6003","issn":["0926-6003","1573-2894"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","dongbi-b","jufo-1","norway-1","poland-100","russia-white-list-2"],"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computational Optimization and Applications","raw_type":"journal-article"},{"id":"pmh:oai:HAL:hal-05830710v1","doi":null,"is_oa":false,"landing_page_url":"https://inria.hal.science/hal-05830710","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":"Computational Optimization and Applications, 2026, &#x27E8;10.1007/s10589-026-00818-9&#x27E9;","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":null,"sustainable_development_goals":[],"study_designs":[],"awards":[{"id":"https://openalex.org/G2452425256","display_name":null,"funder_award_id":"Fondecyt Regular 1261798","funder_id":"https://openalex.org/F4320331146","funder_display_name":"Agencia Nacional de Investigaci\u00f3n y Desarrollo"},{"id":"https://openalex.org/G2994052034","display_name":"DATA-DRIVEN DECISION-MAKING IN LOCATION AND TRANSPORTATION","funder_award_id":"ECOS230033","funder_id":"https://openalex.org/F4320331146","funder_display_name":"Agencia Nacional de Investigaci\u00f3n y Desarrollo"},{"id":"https://openalex.org/G865523937","display_name":null,"funder_award_id":"Fondecyt 1231522","funder_id":"https://openalex.org/F4320331146","funder_display_name":"Agencia Nacional de Investigaci\u00f3n y Desarrollo"}],"funders":[{"id":"https://openalex.org/F4320331146","display_name":"Agencia Nacional de Investigaci\u00f3n y Desarrollo","ror":"https://ror.org/05btm5233"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":27,"referenced_works":["https://openalex.org/W1785049690","https://openalex.org/W1974549991","https://openalex.org/W1977562524","https://openalex.org/W1977649329","https://openalex.org/W2028887826","https://openalex.org/W2766820687","https://openalex.org/W2796980109","https://openalex.org/W2891638642","https://openalex.org/W2997699195","https://openalex.org/W2998339876","https://openalex.org/W3038643818","https://openalex.org/W3047479021","https://openalex.org/W3109055551","https://openalex.org/W3156469768","https://openalex.org/W3157498319","https://openalex.org/W3187839349","https://openalex.org/W4387641541","https://openalex.org/W4393156974","https://openalex.org/W4399048835","https://openalex.org/W4399058404","https://openalex.org/W4400792608","https://openalex.org/W4402114587","https://openalex.org/W4406959772","https://openalex.org/W4415085030","https://openalex.org/W4415796731","https://openalex.org/W7133192737","https://openalex.org/W7135076794"],"related_works":["https://openalex.org/W4399058404","https://openalex.org/W4406959772","https://openalex.org/W2347710506","https://openalex.org/W4401707417","https://openalex.org/W7117749206","https://openalex.org/W7033242601","https://openalex.org/W2116005283","https://openalex.org/W7033672830","https://openalex.org/W7119411874","https://openalex.org/W2089510325"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2026-08-08T00:00:00"}
