{"id":"https://openalex.org/W4414675172","doi":"https://doi.org/10.1016/j.ress.2025.111764","title":"Dimension reduction for efficient Bayesian inference of high-dimensional quantity of interest problems with parametric and nonparametric uncertainties","display_name":"Dimension reduction for efficient Bayesian inference of high-dimensional quantity of interest problems with parametric and nonparametric uncertainties","publication_year":2025,"publication_date":"2025-09-30","ids":{"openalex":"https://openalex.org/W4414675172","doi":"https://doi.org/10.1016/j.ress.2025.111764"},"language":"en","primary_location":{"id":"doi:10.1016/j.ress.2025.111764","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.ress.2025.111764","pdf_url":null,"source":{"id":"https://openalex.org/S202403813","display_name":"Reliability Engineering & System Safety","issn_l":"0951-8320","issn":["0951-8320","1879-0836"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Reliability Engineering & System Safety","raw_type":"journal-article"},"type":"article","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/A5033054788","display_name":"Xiaoshu Zeng","orcid":"https://orcid.org/0000-0002-9292-6569"},"institutions":[{"id":"https://openalex.org/I1174212","display_name":"University of Southern California","ror":"https://ror.org/03taz7m60","country_code":"US","type":"education","lineage":["https://openalex.org/I1174212"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Xiaoshu Zeng","raw_affiliation_strings":["University of Southern California, 210 KAP Hall, Los Angeles, CA 90089, United States"],"raw_orcid":"https://orcid.org/0000-0002-9292-6569","affiliations":[{"raw_affiliation_string":"University of Southern California, 210 KAP Hall, Los Angeles, CA 90089, United States","institution_ids":["https://openalex.org/I1174212"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006138292","display_name":"Roger Ghanem","orcid":"https://orcid.org/0000-0002-1890-920X"},"institutions":[{"id":"https://openalex.org/I1174212","display_name":"University of Southern California","ror":"https://ror.org/03taz7m60","country_code":"US","type":"education","lineage":["https://openalex.org/I1174212"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Roger Ghanem","raw_affiliation_strings":["University of Southern California, 210 KAP Hall, Los Angeles, CA 90089, United States"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Southern California, 210 KAP Hall, Los Angeles, CA 90089, United States","institution_ids":["https://openalex.org/I1174212"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069702610","display_name":"Bora Gencturk","orcid":"https://orcid.org/0000-0001-6920-0834"},"institutions":[{"id":"https://openalex.org/I1174212","display_name":"University of Southern California","ror":"https://ror.org/03taz7m60","country_code":"US","type":"education","lineage":["https://openalex.org/I1174212"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Bora Gencturk","raw_affiliation_strings":["University of Southern California, 210 KAP Hall, Los Angeles, CA 90089, United States"],"raw_orcid":"https://orcid.org/0000-0001-6920-0834","affiliations":[{"raw_affiliation_string":"University of Southern California, 210 KAP Hall, Los Angeles, CA 90089, United States","institution_ids":["https://openalex.org/I1174212"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5039005133","display_name":"Olivier Ezvan","orcid":"https://orcid.org/0000-0002-3592-3062"},"institutions":[{"id":"https://openalex.org/I4210154111","display_name":"Universit\u00e9 Gustave Eiffel","ror":"https://ror.org/03x42jk29","country_code":"FR","type":"education","lineage":["https://openalex.org/I4210154111"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Olivier Ezvan","raw_affiliation_strings":["Universit\u00e9 Gustave Eiffel, Champs-sur-Marne, Marne la Vall\u00e9e, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universit\u00e9 Gustave Eiffel, Champs-sur-Marne, Marne la Vall\u00e9e, France","institution_ids":["https://openalex.org/I4210154111"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5033054788"],"corresponding_institution_ids":["https://openalex.org/I1174212"],"apc_list":{"value":4830,"currency":"USD","value_usd":4830},"apc_paid":null,"fwci":0.6567,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.77909241,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":"266","issue":null,"first_page":"111764","last_page":"111764"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10928","display_name":"Probabilistic and Robust Engineering Design","score":0.9998999834060669,"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"}},"topics":[{"id":"https://openalex.org/T10928","display_name":"Probabilistic and Robust Engineering Design","score":0.9998999834060669,"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/T11236","display_name":"Control Systems and Identification","score":0.9926000237464905,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11206","display_name":"Model Reduction and Neural Networks","score":0.9886999726295471,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/polynomial-chaos","display_name":"Polynomial chaos","score":0.7401999831199646},{"id":"https://openalex.org/keywords/uncertainty-quantification","display_name":"Uncertainty quantification","score":0.6675999760627747},{"id":"https://openalex.org/keywords/surrogate-model","display_name":"Surrogate model","score":0.664900004863739},{"id":"https://openalex.org/keywords/parametric-statistics","display_name":"Parametric statistics","score":0.590399980545044},{"id":"https://openalex.org/keywords/markov-chain-monte-carlo","display_name":"Markov chain Monte Carlo","score":0.5652999877929688},{"id":"https://openalex.org/keywords/bayesian-probability","display_name":"Bayesian probability","score":0.5126000046730042},{"id":"https://openalex.org/keywords/dimension","display_name":"Dimension (graph theory)","score":0.47850000858306885},{"id":"https://openalex.org/keywords/bayesian-inference","display_name":"Bayesian inference","score":0.43700000643730164},{"id":"https://openalex.org/keywords/reduction","display_name":"Reduction (mathematics)","score":0.4334000051021576},{"id":"https://openalex.org/keywords/monte-carlo-method","display_name":"Monte Carlo method","score":0.42640000581741333}],"concepts":[{"id":"https://openalex.org/C197656079","wikidata":"https://www.wikidata.org/wiki/Q17147719","display_name":"Polynomial chaos","level":3,"score":0.7401999831199646},{"id":"https://openalex.org/C32230216","wikidata":"https://www.wikidata.org/wiki/Q7882499","display_name":"Uncertainty quantification","level":2,"score":0.6675999760627747},{"id":"https://openalex.org/C131675550","wikidata":"https://www.wikidata.org/wiki/Q7646884","display_name":"Surrogate model","level":2,"score":0.664900004863739},{"id":"https://openalex.org/C117251300","wikidata":"https://www.wikidata.org/wiki/Q1849855","display_name":"Parametric statistics","level":2,"score":0.590399980545044},{"id":"https://openalex.org/C111350023","wikidata":"https://www.wikidata.org/wiki/Q1191869","display_name":"Markov chain Monte Carlo","level":3,"score":0.5652999877929688},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.5378999710083008},{"id":"https://openalex.org/C107673813","wikidata":"https://www.wikidata.org/wiki/Q812534","display_name":"Bayesian probability","level":2,"score":0.5126000046730042},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4812000095844269},{"id":"https://openalex.org/C33676613","wikidata":"https://www.wikidata.org/wiki/Q13415176","display_name":"Dimension (graph theory)","level":2,"score":0.47850000858306885},{"id":"https://openalex.org/C160234255","wikidata":"https://www.wikidata.org/wiki/Q812535","display_name":"Bayesian inference","level":3,"score":0.43700000643730164},{"id":"https://openalex.org/C111335779","wikidata":"https://www.wikidata.org/wiki/Q3454686","display_name":"Reduction (mathematics)","level":2,"score":0.4334000051021576},{"id":"https://openalex.org/C19499675","wikidata":"https://www.wikidata.org/wiki/Q232207","display_name":"Monte Carlo method","level":2,"score":0.42640000581741333},{"id":"https://openalex.org/C57830394","wikidata":"https://www.wikidata.org/wiki/Q278079","display_name":"Posterior probability","level":3,"score":0.4115000069141388},{"id":"https://openalex.org/C49937458","wikidata":"https://www.wikidata.org/wiki/Q2599292","display_name":"Probabilistic logic","level":2,"score":0.41040000319480896},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.4081999957561493},{"id":"https://openalex.org/C102366305","wikidata":"https://www.wikidata.org/wiki/Q1097688","display_name":"Nonparametric statistics","level":2,"score":0.40389999747276306},{"id":"https://openalex.org/C12426560","wikidata":"https://www.wikidata.org/wiki/Q189569","display_name":"Basis (linear algebra)","level":2,"score":0.4027999937534332},{"id":"https://openalex.org/C2777303404","wikidata":"https://www.wikidata.org/wiki/Q759757","display_name":"Convergence (economics)","level":2,"score":0.4027000069618225},{"id":"https://openalex.org/C73586568","wikidata":"https://www.wikidata.org/wiki/Q2600211","display_name":"Parameter space","level":2,"score":0.3856000006198883},{"id":"https://openalex.org/C70518039","wikidata":"https://www.wikidata.org/wiki/Q16000077","display_name":"Dimensionality reduction","level":2,"score":0.3776000142097473},{"id":"https://openalex.org/C98763669","wikidata":"https://www.wikidata.org/wiki/Q176645","display_name":"Markov chain","level":2,"score":0.3725999891757965},{"id":"https://openalex.org/C177803969","wikidata":"https://www.wikidata.org/wiki/Q29205","display_name":"Uncertainty analysis","level":2,"score":0.364300012588501},{"id":"https://openalex.org/C135252773","wikidata":"https://www.wikidata.org/wiki/Q1567213","display_name":"Inverse problem","level":2,"score":0.3562000095844269},{"id":"https://openalex.org/C162376815","wikidata":"https://www.wikidata.org/wiki/Q2158281","display_name":"Frequentist inference","level":4,"score":0.3467000126838684},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.33399999141693115},{"id":"https://openalex.org/C5917680","wikidata":"https://www.wikidata.org/wiki/Q2621825","display_name":"Basis function","level":2,"score":0.3296000063419342},{"id":"https://openalex.org/C57869625","wikidata":"https://www.wikidata.org/wiki/Q1783502","display_name":"Rate of convergence","level":3,"score":0.32019999623298645},{"id":"https://openalex.org/C115311070","wikidata":"https://www.wikidata.org/wiki/Q5347255","display_name":"Effective dimension","level":3,"score":0.3199000060558319},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3197999894618988},{"id":"https://openalex.org/C123614077","wikidata":"https://www.wikidata.org/wiki/Q1364905","display_name":"Propagation of uncertainty","level":2,"score":0.3158999979496002},{"id":"https://openalex.org/C134261354","wikidata":"https://www.wikidata.org/wiki/Q938438","display_name":"Statistical inference","level":2,"score":0.3125999867916107},{"id":"https://openalex.org/C24574437","wikidata":"https://www.wikidata.org/wiki/Q7135228","display_name":"Parametric model","level":3,"score":0.30320000648498535},{"id":"https://openalex.org/C93959086","wikidata":"https://www.wikidata.org/wiki/Q6888345","display_name":"Model selection","level":2,"score":0.30000001192092896},{"id":"https://openalex.org/C117896860","wikidata":"https://www.wikidata.org/wiki/Q11376","display_name":"Acceleration","level":2,"score":0.2976999878883362},{"id":"https://openalex.org/C167928553","wikidata":"https://www.wikidata.org/wiki/Q1376021","display_name":"Estimation theory","level":2,"score":0.29760000109672546},{"id":"https://openalex.org/C94361409","wikidata":"https://www.wikidata.org/wiki/Q7882500","display_name":"Uncertainty reduction theory","level":2,"score":0.28700000047683716},{"id":"https://openalex.org/C2778644327","wikidata":"https://www.wikidata.org/wiki/Q468846","display_name":"Boiling water reactor","level":2,"score":0.2831999957561493},{"id":"https://openalex.org/C151201525","wikidata":"https://www.wikidata.org/wiki/Q177239","display_name":"Limit (mathematics)","level":2,"score":0.27070000767707825},{"id":"https://openalex.org/C207467116","wikidata":"https://www.wikidata.org/wiki/Q4385666","display_name":"Inverse","level":2,"score":0.2587999999523163},{"id":"https://openalex.org/C72434380","wikidata":"https://www.wikidata.org/wiki/Q230930","display_name":"State space","level":2,"score":0.2533000111579895}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1016/j.ress.2025.111764","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.ress.2025.111764","pdf_url":null,"source":{"id":"https://openalex.org/S202403813","display_name":"Reliability Engineering & System Safety","issn_l":"0951-8320","issn":["0951-8320","1879-0836"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Reliability Engineering & System Safety","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1696002621","display_name":null,"funder_award_id":"DE-NE0009171","funder_id":"https://openalex.org/F4320337546","funder_display_name":"Nuclear Energy University Program"}],"funders":[{"id":"https://openalex.org/F4320306084","display_name":"U.S. Department of Energy","ror":"https://ror.org/01bj3aw27"},{"id":"https://openalex.org/F4320337546","display_name":"Nuclear Energy University Program","ror":"https://ror.org/05tj7dm33"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":69,"referenced_works":["https://openalex.org/W196710731","https://openalex.org/W1483560004","https://openalex.org/W1531455566","https://openalex.org/W1532890487","https://openalex.org/W1538934584","https://openalex.org/W1934412359","https://openalex.org/W1973333099","https://openalex.org/W1988859494","https://openalex.org/W1995565517","https://openalex.org/W2003191951","https://openalex.org/W2009951217","https://openalex.org/W2017880874","https://openalex.org/W2018159038","https://openalex.org/W2028147833","https://openalex.org/W2041865295","https://openalex.org/W2045355467","https://openalex.org/W2047978125","https://openalex.org/W2050947749","https://openalex.org/W2071544114","https://openalex.org/W2071809913","https://openalex.org/W2072475940","https://openalex.org/W2074686342","https://openalex.org/W2074695760","https://openalex.org/W2075385817","https://openalex.org/W2084433205","https://openalex.org/W2085016496","https://openalex.org/W2086077633","https://openalex.org/W2103455761","https://openalex.org/W2103621341","https://openalex.org/W2107973214","https://openalex.org/W2108001913","https://openalex.org/W2108207895","https://openalex.org/W2113517083","https://openalex.org/W2130416410","https://openalex.org/W2135194391","https://openalex.org/W2136602340","https://openalex.org/W2142737094","https://openalex.org/W2144883667","https://openalex.org/W2149498546","https://openalex.org/W2191512642","https://openalex.org/W2256307465","https://openalex.org/W2302211741","https://openalex.org/W2332771484","https://openalex.org/W2399388063","https://openalex.org/W2418761252","https://openalex.org/W2498425058","https://openalex.org/W2604865084","https://openalex.org/W2743274700","https://openalex.org/W2746178746","https://openalex.org/W2784141616","https://openalex.org/W2897459077","https://openalex.org/W2901902220","https://openalex.org/W2908059281","https://openalex.org/W2946534073","https://openalex.org/W2963313981","https://openalex.org/W3027686111","https://openalex.org/W3099170342","https://openalex.org/W3104291870","https://openalex.org/W3121471846","https://openalex.org/W3198432929","https://openalex.org/W4229504054","https://openalex.org/W4238210291","https://openalex.org/W4300600608","https://openalex.org/W4312109041","https://openalex.org/W4385606912","https://openalex.org/W4401668148","https://openalex.org/W4404061258","https://openalex.org/W4405380246","https://openalex.org/W4406059620"],"related_works":[],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-08-21T09:56:20.448147","created_date":"2025-10-10T00:00:00"}