{"id":"https://openalex.org/W4390965175","doi":"https://doi.org/10.1080/00401706.2024.2304341","title":"Discrepancy Measures for Global Sensitivity Analysis","display_name":"Discrepancy Measures for Global Sensitivity Analysis","publication_year":2024,"publication_date":"2024-01-18","ids":{"openalex":"https://openalex.org/W4390965175","doi":"https://doi.org/10.1080/00401706.2024.2304341"},"language":"en","primary_location":{"id":"doi:10.1080/00401706.2024.2304341","doi":"https://doi.org/10.1080/00401706.2024.2304341","is_oa":true,"landing_page_url":"https://doi.org/10.1080/00401706.2024.2304341","pdf_url":"https://www.tandfonline.com/doi/pdf/10.1080/00401706.2024.2304341","source":{"id":"https://openalex.org/S985303","display_name":"Technometrics","issn_l":"0040-1706","issn":["0040-1706","1537-2723"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["abdc-a","anvur-class-a","anvur-scientific","cwts-core","dongbi-c","doyens","jufo-2","norway-2","poland-140","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547","https://openalex.org/P4310320449"],"host_organization_lineage_names":["Taylor & Francis","Informa"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Technometrics","raw_type":"journal-article"},"volume":null,"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://www.tandfonline.com/doi/pdf/10.1080/00401706.2024.2304341","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5019872697","display_name":"Arnald Puy","orcid":"https://orcid.org/0000-0001-9469-2156","observed_orcids":["https://orcid.org/0000-0001-9469-2156"]},"institutions":[{"id":"https://openalex.org/I79619799","display_name":"University of Birmingham","ror":"https://ror.org/03angcq70","country_code":"GB","type":"education","lineage":["https://openalex.org/I79619799"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Arnald Puy","raw_affiliation_strings":["School of Geography, Earth and Environmental Sciences, University of Birmingham, Birmingham, UK","School of Geography, Earth and Environmental Sciences, University of Birmingham, BirminghamB15 2TT, United Kingdom"],"raw_orcid":"https://orcid.org/0000-0001-9469-2156","affiliations":[{"raw_affiliation_string":"School of Geography, Earth and Environmental Sciences, University of Birmingham, Birmingham, UK","institution_ids":["https://openalex.org/I79619799"]},{"raw_affiliation_string":"School of Geography, Earth and Environmental Sciences, University of Birmingham, BirminghamB15 2TT, United Kingdom","institution_ids":["https://openalex.org/I79619799"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065614381","display_name":"Pamphile T. Roy","orcid":"https://orcid.org/0000-0001-9816-1416","observed_orcids":["https://orcid.org/0000-0001-9816-1416"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Pamphile T. Roy","raw_affiliation_strings":["Consulting Manao GmbH, Vienna, Austria"],"raw_orcid":"https://orcid.org/0000-0001-9816-1416","affiliations":[{"raw_affiliation_string":"Consulting Manao GmbH, Vienna, Austria","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5040077936","display_name":"Andrea Saltelli","orcid":"https://orcid.org/0000-0003-4222-6975","observed_orcids":["https://orcid.org/0000-0003-4222-6975"]},"institutions":[{"id":"https://openalex.org/I170486558","display_name":"Universitat Pompeu Fabra","ror":"https://ror.org/04n0g0b29","country_code":"ES","type":"education","lineage":["https://openalex.org/I170486558"]},{"id":"https://openalex.org/I4387152686","display_name":"UPF Barcelona School of Management","ror":"https://ror.org/04m3cqq68","country_code":"ES","type":"education","lineage":["https://openalex.org/I170486558","https://openalex.org/I4387152686"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Andrea Saltelli","raw_affiliation_strings":["Barcelona School of Management, Pompeu Fabra University, Barcelona, Spain","Barcelona School of Management, Pompeu Fabra University, Carrer de Balmes 132, 08008Barcelona, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Barcelona School of Management, Pompeu Fabra University, Barcelona, Spain","institution_ids":["https://openalex.org/I170486558","https://openalex.org/I4387152686"]},{"raw_affiliation_string":"Barcelona School of Management, Pompeu Fabra University, Carrer de Balmes 132, 08008Barcelona, Spain","institution_ids":["https://openalex.org/I170486558","https://openalex.org/I4387152686"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5019872697"],"corresponding_institution_ids":["https://openalex.org/I79619799"],"apc_list":null,"apc_paid":null,"fwci":1.9628,"has_fulltext":true,"cited_by_count":7,"citation_normalized_percentile":{"value":0.87870729,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"66","issue":"3","first_page":"347","last_page":"357"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10928","display_name":"Probabilistic and Robust Engineering Design","score":0.6977999806404114,"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":0.6977999806404114,"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/T12814","display_name":"Gaussian Processes and Bayesian Inference","score":0.07530000060796738,"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"}},{"id":"https://openalex.org/T11798","display_name":"Optimal Experimental Design Methods","score":0.04010000079870224,"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/global-sensitivity-analysis","display_name":"global sensitivity analysis","score":0.9079999923706055},{"id":"https://openalex.org/keywords/discrepancy-measures","display_name":"discrepancy measures","score":0.9929999709129333},{"id":"https://openalex.org/keywords/parameter-ranking","display_name":"parameter ranking","score":0.6079999804496765},{"id":"https://openalex.org/keywords/influential-parameters","display_name":"influential parameters","score":0.7279999852180481},{"id":"https://openalex.org/keywords/model-transparency","display_name":"model transparency","score":0.45399999618530273},{"id":"https://openalex.org/keywords/computational-efficiency","display_name":"computational efficiency","score":0.47099998593330383}],"concepts":[{"id":"https://openalex.org/C21200559","wikidata":"https://www.wikidata.org/wiki/Q7451068","display_name":"Sensitivity (control systems)","level":2,"score":0.8407536745071411},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6536564826965332},{"id":"https://openalex.org/C196083921","wikidata":"https://www.wikidata.org/wiki/Q7915758","display_name":"Variance (accounting)","level":2,"score":0.6465227603912354},{"id":"https://openalex.org/C2780009758","wikidata":"https://www.wikidata.org/wiki/Q6804172","display_name":"Measure (data warehouse)","level":2,"score":0.5810663104057312},{"id":"https://openalex.org/C164226766","wikidata":"https://www.wikidata.org/wiki/Q7293202","display_name":"Rank (graph theory)","level":2,"score":0.5556845664978027},{"id":"https://openalex.org/C43214815","wikidata":"https://www.wikidata.org/wiki/Q7310987","display_name":"Reliability (semiconductor)","level":3,"score":0.5427466034889221},{"id":"https://openalex.org/C2780586882","wikidata":"https://www.wikidata.org/wiki/Q7520643","display_name":"Simple (philosophy)","level":2,"score":0.5204603672027588},{"id":"https://openalex.org/C2780233690","wikidata":"https://www.wikidata.org/wiki/Q535347","display_name":"Transparency (behavior)","level":2,"score":0.5063527822494507},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.39529237151145935},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3930000364780426},{"id":"https://openalex.org/C149782125","wikidata":"https://www.wikidata.org/wiki/Q160039","display_name":"Econometrics","level":1,"score":0.3512706458568573},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.26172101497650146},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.0},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.0},{"id":"https://openalex.org/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","level":1,"score":0.0},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.0},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"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/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C121955636","wikidata":"https://www.wikidata.org/wiki/Q4116214","display_name":"Accounting","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/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1080/00401706.2024.2304341","doi":"https://doi.org/10.1080/00401706.2024.2304341","is_oa":true,"landing_page_url":"https://doi.org/10.1080/00401706.2024.2304341","pdf_url":"https://www.tandfonline.com/doi/pdf/10.1080/00401706.2024.2304341","source":{"id":"https://openalex.org/S985303","display_name":"Technometrics","issn_l":"0040-1706","issn":["0040-1706","1537-2723"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["abdc-a","anvur-class-a","anvur-scientific","cwts-core","dongbi-c","doyens","jufo-2","norway-2","poland-140","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547","https://openalex.org/P4310320449"],"host_organization_lineage_names":["Taylor & Francis","Informa"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Technometrics","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1080/00401706.2024.2304341","doi":"https://doi.org/10.1080/00401706.2024.2304341","is_oa":true,"landing_page_url":"https://doi.org/10.1080/00401706.2024.2304341","pdf_url":"https://www.tandfonline.com/doi/pdf/10.1080/00401706.2024.2304341","source":{"id":"https://openalex.org/S985303","display_name":"Technometrics","issn_l":"0040-1706","issn":["0040-1706","1537-2723"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["abdc-a","anvur-class-a","anvur-scientific","cwts-core","dongbi-c","doyens","jufo-2","norway-2","poland-140","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547","https://openalex.org/P4310320449"],"host_organization_lineage_names":["Taylor & Francis","Informa"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Technometrics","raw_type":"journal-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[{"id":"https://openalex.org/G1178789737","display_name":null,"funder_award_id":"101076165","funder_id":"https://openalex.org/F4320334322","funder_display_name":"HORIZON EUROPE Framework Programme"},{"id":"https://openalex.org/G3868248018","display_name":null,"funder_award_id":"EP/Y02463X/1","funder_id":"https://openalex.org/F4320314731","funder_display_name":"UK Research and Innovation"}],"funders":[{"id":"https://openalex.org/F4320314707","display_name":"Government of the United Kingdom","ror":"https://ror.org/05wnh3t63"},{"id":"https://openalex.org/F4320314731","display_name":"UK Research and Innovation","ror":"https://ror.org/001aqnf71"},{"id":"https://openalex.org/F4320334322","display_name":"HORIZON EUROPE Framework Programme","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4390965175.pdf","grobid_xml":"https://content.openalex.org/works/W4390965175.grobid-xml"},"referenced_works_count":44,"referenced_works":["https://openalex.org/W100464641","https://openalex.org/W815418772","https://openalex.org/W925742927","https://openalex.org/W1543280314","https://openalex.org/W1680603978","https://openalex.org/W1972827298","https://openalex.org/W1980339291","https://openalex.org/W1994080277","https://openalex.org/W2006037565","https://openalex.org/W2014181466","https://openalex.org/W2026645785","https://openalex.org/W2040396531","https://openalex.org/W2042925520","https://openalex.org/W2073344030","https://openalex.org/W2079315534","https://openalex.org/W2088765131","https://openalex.org/W2093625674","https://openalex.org/W2149426898","https://openalex.org/W2155817197","https://openalex.org/W2221870291","https://openalex.org/W2287992427","https://openalex.org/W2569457803","https://openalex.org/W2601692154","https://openalex.org/W2890850836","https://openalex.org/W2895503911","https://openalex.org/W2962804139","https://openalex.org/W3009718810","https://openalex.org/W3037038797","https://openalex.org/W3048985574","https://openalex.org/W3097926108","https://openalex.org/W3112134271","https://openalex.org/W3124553308","https://openalex.org/W3143820141","https://openalex.org/W3183167243","https://openalex.org/W4206488953","https://openalex.org/W4221068998","https://openalex.org/W4239468879","https://openalex.org/W4241793634","https://openalex.org/W4252750892","https://openalex.org/W4322761567","https://openalex.org/W4386140272","https://openalex.org/W4399584384","https://openalex.org/W6869562249","https://openalex.org/W6912930177"],"related_works":["https://openalex.org/W4283710338","https://openalex.org/W7172010589","https://openalex.org/W4401831355","https://openalex.org/W3215763628","https://openalex.org/W7005511268","https://openalex.org/W2490548448","https://openalex.org/W1599713817","https://openalex.org/W7062365626","https://openalex.org/W7006685621","https://openalex.org/W7010288164"],"abstract_inverted_index":{"While":[0],"sensitivity":[1,41,88,99],"analysis":[2,42],"improves":[3],"the":[4,35,46,57,74,85,105],"transparency":[5],"and":[6,32,116],"reliability":[7],"of":[8,48,60,78,104,118],"mathematical":[9],"models,":[10],"its":[11,23],"uptake":[12],"by":[13,22,34],"modelers":[14],"is":[15,19,51,101,109],"still":[16],"scarce.":[17],"This":[18],"partially":[20],"explained":[21],"technical":[24],"requirements,":[25],"which":[26],"may":[27],"be":[28],"hard":[29],"to":[30,54,72,111,114],"understand":[31,55],"implement":[33],"non-specialist.":[36],"Here":[37],"we":[38,64],"propose":[39],"a":[40,79,98],"approach":[43],"based":[44],"on":[45],"concept":[47],"discrepancy":[49,68,107],"that":[50,66,103],"as":[52,56,82,84,97],"easy":[53],"visual":[58],"inspection":[59],"input-output":[61],"scatterplots.":[62],"Firstly,":[63],"show":[65],"some":[67],"measures":[69],"are":[70],"able":[71],"rank":[73],"most":[75],"influential":[76],"parameters":[77],"model":[80],"almost":[81],"accurately":[83],"variance-based":[86],"total":[87],"index.":[89],"We":[90],"then":[91],"introduce":[92],"an":[93],"ersatz-discrepancy":[94],"whose":[95],"performance":[96],"measure":[100],"similar":[102],"best-performing":[106],"algorithms,":[108],"simple":[110],"implement,":[112],"easier":[113],"interpret":[115],"orders":[117],"magnitude":[119],"faster.":[120]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":1}],"updated_date":"2026-10-22T09:42:04.148104","created_date":"2024-01-19T00:00:00"}
