{"id":"https://openalex.org/W3091916460","doi":"https://doi.org/10.1137/19m1283707","title":"Dealing with Measurement Uncertainties as Nuisance Parameters in Bayesian Model Calibration","display_name":"Dealing with Measurement Uncertainties as Nuisance Parameters in Bayesian Model Calibration","publication_year":2020,"publication_date":"2020-01-01","ids":{"openalex":"https://openalex.org/W3091916460","doi":"https://doi.org/10.1137/19m1283707","mag":"3091916460"},"language":"en","primary_location":{"id":"doi:10.1137/19m1283707","is_oa":false,"landing_page_url":"https://doi.org/10.1137/19m1283707","pdf_url":null,"source":{"id":"https://openalex.org/S2911293512","display_name":"SIAM/ASA Journal on Uncertainty Quantification","issn_l":"2166-2525","issn":["2166-2525"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320508","host_organization_name":"Society for Industrial and Applied Mathematics","host_organization_lineage":["https://openalex.org/P4310320508"],"host_organization_lineage_names":["Society for Industrial and Applied Mathematics"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"SIAM/ASA Journal on Uncertainty Quantification","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://www.osti.gov/biblio/1725871","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5043325254","display_name":"Kellin Rumsey","orcid":"https://orcid.org/0000-0002-2989-965X"},"institutions":[{"id":"https://openalex.org/I192454743","display_name":"Sandia National Laboratories California","ror":"https://ror.org/058m7ey48","country_code":"US","type":"facility","lineage":["https://openalex.org/I1330989302","https://openalex.org/I1330989302","https://openalex.org/I192454743","https://openalex.org/I198811213","https://openalex.org/I198811213","https://openalex.org/I4210104735"]},{"id":"https://openalex.org/I169521973","display_name":"University of New Mexico","ror":"https://ror.org/05fs6jp91","country_code":"US","type":"education","lineage":["https://openalex.org/I169521973"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Kellin Rumsey","raw_affiliation_strings":["Univ. of New Mexico, Albuquerque, NM (United States)","Sandia National Lab. (SNL-NM), Albuquerque, NM (United States)"],"affiliations":[{"raw_affiliation_string":"Univ. of New Mexico, Albuquerque, NM (United States)","institution_ids":["https://openalex.org/I169521973"]},{"raw_affiliation_string":"Sandia National Lab. (SNL-NM), Albuquerque, NM (United States)","institution_ids":["https://openalex.org/I192454743"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068132954","display_name":"Gabriel Huerta","orcid":"https://orcid.org/0000-0003-1651-1430"},"institutions":[{"id":"https://openalex.org/I192454743","display_name":"Sandia National Laboratories California","ror":"https://ror.org/058m7ey48","country_code":"US","type":"facility","lineage":["https://openalex.org/I1330989302","https://openalex.org/I1330989302","https://openalex.org/I192454743","https://openalex.org/I198811213","https://openalex.org/I198811213","https://openalex.org/I4210104735"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Gabriel Huerta","raw_affiliation_strings":["Sandia National Lab. (SNL-NM), Albuquerque, NM (United States)"],"affiliations":[{"raw_affiliation_string":"Sandia National Lab. (SNL-NM), Albuquerque, NM (United States)","institution_ids":["https://openalex.org/I192454743"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043619178","display_name":"Justin Brown","orcid":"https://orcid.org/0000-0003-0440-8719"},"institutions":[{"id":"https://openalex.org/I192454743","display_name":"Sandia National Laboratories California","ror":"https://ror.org/058m7ey48","country_code":"US","type":"facility","lineage":["https://openalex.org/I1330989302","https://openalex.org/I1330989302","https://openalex.org/I192454743","https://openalex.org/I198811213","https://openalex.org/I198811213","https://openalex.org/I4210104735"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Justin Brown","raw_affiliation_strings":["Sandia National Lab. (SNL-NM), Albuquerque, NM (United States)"],"affiliations":[{"raw_affiliation_string":"Sandia National Lab. (SNL-NM), Albuquerque, NM (United States)","institution_ids":["https://openalex.org/I192454743"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5027053153","display_name":"Lauren Hund","orcid":null},"institutions":[{"id":"https://openalex.org/I192454743","display_name":"Sandia National Laboratories California","ror":"https://ror.org/058m7ey48","country_code":"US","type":"facility","lineage":["https://openalex.org/I1330989302","https://openalex.org/I1330989302","https://openalex.org/I192454743","https://openalex.org/I198811213","https://openalex.org/I198811213","https://openalex.org/I4210104735"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Lauren Hund","raw_affiliation_strings":["Sandia National Lab. (SNL-NM), Albuquerque, NM (United States)"],"affiliations":[{"raw_affiliation_string":"Sandia National Lab. (SNL-NM), Albuquerque, NM (United States)","institution_ids":["https://openalex.org/I192454743"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5043325254"],"corresponding_institution_ids":["https://openalex.org/I169521973","https://openalex.org/I192454743"],"apc_list":null,"apc_paid":null,"fwci":1.1914,"has_fulltext":false,"cited_by_count":13,"citation_normalized_percentile":{"value":0.82833063,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"8","issue":"4","first_page":"1287","last_page":"1309"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10928","display_name":"Probabilistic and Robust Engineering Design","score":0.9984999895095825,"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":0.9984999895095825,"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/T11890","display_name":"Scientific Measurement and Uncertainty Evaluation","score":0.9965000152587891,"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/T10876","display_name":"Fault Detection and Control Systems","score":0.9951000213623047,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/overfitting","display_name":"Overfitting","score":0.850448489189148},{"id":"https://openalex.org/keywords/prior-probability","display_name":"Prior probability","score":0.7588465213775635},{"id":"https://openalex.org/keywords/calibration","display_name":"Calibration","score":0.6569358110427856},{"id":"https://openalex.org/keywords/bayesian-probability","display_name":"Bayesian probability","score":0.6005752682685852},{"id":"https://openalex.org/keywords/regularization","display_name":"Regularization (linguistics)","score":0.5083946585655212},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.48348671197891235},{"id":"https://openalex.org/keywords/nuisance","display_name":"Nuisance","score":0.45704135298728943},{"id":"https://openalex.org/keywords/moment","display_name":"Moment (physics)","score":0.4510570764541626},{"id":"https://openalex.org/keywords/shrinkage","display_name":"Shrinkage","score":0.4120287299156189},{"id":"https://openalex.org/keywords/econometrics","display_name":"Econometrics","score":0.40883857011795044},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.39310353994369507},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.36154481768608093},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3374623656272888},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.2522448003292084},{"id":"https://openalex.org/keywords/political-science","display_name":"Political science","score":0.07081454992294312}],"concepts":[{"id":"https://openalex.org/C22019652","wikidata":"https://www.wikidata.org/wiki/Q331309","display_name":"Overfitting","level":3,"score":0.850448489189148},{"id":"https://openalex.org/C177769412","wikidata":"https://www.wikidata.org/wiki/Q278090","display_name":"Prior probability","level":3,"score":0.7588465213775635},{"id":"https://openalex.org/C165838908","wikidata":"https://www.wikidata.org/wiki/Q736777","display_name":"Calibration","level":2,"score":0.6569358110427856},{"id":"https://openalex.org/C107673813","wikidata":"https://www.wikidata.org/wiki/Q812534","display_name":"Bayesian probability","level":2,"score":0.6005752682685852},{"id":"https://openalex.org/C2776135515","wikidata":"https://www.wikidata.org/wiki/Q17143721","display_name":"Regularization (linguistics)","level":2,"score":0.5083946585655212},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.48348671197891235},{"id":"https://openalex.org/C2779244815","wikidata":"https://www.wikidata.org/wiki/Q1156462","display_name":"Nuisance","level":2,"score":0.45704135298728943},{"id":"https://openalex.org/C179254644","wikidata":"https://www.wikidata.org/wiki/Q13222844","display_name":"Moment (physics)","level":2,"score":0.4510570764541626},{"id":"https://openalex.org/C180145272","wikidata":"https://www.wikidata.org/wiki/Q7504144","display_name":"Shrinkage","level":2,"score":0.4120287299156189},{"id":"https://openalex.org/C149782125","wikidata":"https://www.wikidata.org/wiki/Q160039","display_name":"Econometrics","level":1,"score":0.40883857011795044},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.39310353994369507},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.36154481768608093},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3374623656272888},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2522448003292084},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.07081454992294312},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C74650414","wikidata":"https://www.wikidata.org/wiki/Q11397","display_name":"Classical mechanics","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/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1137/19m1283707","is_oa":false,"landing_page_url":"https://doi.org/10.1137/19m1283707","pdf_url":null,"source":{"id":"https://openalex.org/S2911293512","display_name":"SIAM/ASA Journal on Uncertainty Quantification","issn_l":"2166-2525","issn":["2166-2525"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320508","host_organization_name":"Society for Industrial and Applied Mathematics","host_organization_lineage":["https://openalex.org/P4310320508"],"host_organization_lineage_names":["Society for Industrial and Applied Mathematics"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"SIAM/ASA Journal on Uncertainty Quantification","raw_type":"journal-article"},{"id":"pmh:oai:osti.gov:1725871","is_oa":true,"landing_page_url":"https://www.osti.gov/biblio/1725871","pdf_url":null,"source":{"id":"https://openalex.org/S4306402487","display_name":"OSTI OAI (U.S. Department of Energy Office of Scientific and Technical Information)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I139351228","host_organization_name":"Office of Scientific and Technical Information","host_organization_lineage":["https://openalex.org/I139351228"],"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":null}],"best_oa_location":{"id":"pmh:oai:osti.gov:1725871","is_oa":true,"landing_page_url":"https://www.osti.gov/biblio/1725871","pdf_url":null,"source":{"id":"https://openalex.org/S4306402487","display_name":"OSTI OAI (U.S. Department of Energy Office of Scientific and Technical Information)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I139351228","host_organization_name":"Office of Scientific and Technical Information","host_organization_lineage":["https://openalex.org/I139351228"],"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":null},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G5211897158","display_name":null,"funder_award_id":"DE-NA0003525","funder_id":"https://openalex.org/F4320332369","funder_display_name":"National Nuclear Security Administration"},{"id":"https://openalex.org/G8032039335","display_name":null,"funder_award_id":"2019-4335C","funder_id":"https://openalex.org/F4320338291","funder_display_name":"Sandia National Laboratories"}],"funders":[{"id":"https://openalex.org/F4320332369","display_name":"National Nuclear Security Administration","ror":"https://ror.org/03sk1we31"},{"id":"https://openalex.org/F4320338291","display_name":"Sandia National Laboratories","ror":"https://ror.org/01apwpt12"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":18,"referenced_works":["https://openalex.org/W1481361483","https://openalex.org/W1968222430","https://openalex.org/W1973333099","https://openalex.org/W2007125057","https://openalex.org/W2008099524","https://openalex.org/W2013775117","https://openalex.org/W2025909913","https://openalex.org/W2043483114","https://openalex.org/W2058234118","https://openalex.org/W2072028796","https://openalex.org/W2078454401","https://openalex.org/W2150149003","https://openalex.org/W2177526619","https://openalex.org/W2497151737","https://openalex.org/W2790961234","https://openalex.org/W2918770662","https://openalex.org/W2963045461","https://openalex.org/W2980069674"],"related_works":["https://openalex.org/W1574414179","https://openalex.org/W4362597605","https://openalex.org/W3009056573","https://openalex.org/W2922073769","https://openalex.org/W4297676672","https://openalex.org/W4281702477","https://openalex.org/W2370626934","https://openalex.org/W2795389553","https://openalex.org/W4378510483","https://openalex.org/W4376166922"],"abstract_inverted_index":{"In":[0,60],"the":[1,6,36,50,53,72,133],"presence":[2],"of":[3,8,20,71,87,95,110,135,138],"model":[4,26,37],"discrepancy,":[5],"calibration":[7,23,54,73],"physics-based":[9],"models":[10],"for":[11,52,84,108,118,124],"physical":[12,42,111],"parameter":[13,43,112],"inference":[14,51,131],"is":[15,116],"a":[16,82,92,105,119,125],"challenging":[17],"problem.":[18],"Lack":[19],"identifiability":[21,30],"between":[22],"parameters":[24,55,137],"and":[25,99,122],"discrepancy":[27,38],"requires":[28],"additional":[29],"constraints":[31],"to":[32,39,76,104,129],"be":[33,57],"placed":[34],"on":[35,132],"obtain":[40],"unique":[41],"estimates.":[44],"If":[45],"these":[46,88],"assumptions":[47],"are":[48],"violated,":[49],"can":[56],"systematically":[58],"biased.":[59],"many":[61,70],"applications,":[62],"such":[63],"as":[64],"in":[65],"dynamic":[66],"material":[67,126],"property":[68,127],"experiments,":[69],"inputs":[74],"refer":[75],"measurement":[77,89],"uncertainties.":[78],"Here,":[79],"we":[80],"develop":[81],"metric":[83],"identifying":[85],"overfitting":[86],"uncertainties,":[90],"propose":[91],"prior":[93],"capable":[94],"reducing":[96],"this":[97,102],"overfitting,":[98],"show":[100],"how":[101],"leads":[103],"diagnostic":[106],"tool":[107],"validation":[109],"inference.":[113],"The":[114],"approach":[115],"demonstrated":[117],"benchmark":[120],"example":[121],"applied":[123],"application":[128],"perform":[130],"equation":[134],"state":[136],"tantalum.":[139]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":1},{"year":2020,"cited_by_count":1}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}
