{"id":"https://openalex.org/W3097064562","doi":"https://doi.org/10.1080/10618600.2020.1844213","title":"Modeling Nonstationary Extreme Dependence With Stationary Max-Stable Processes and Multidimensional Scaling","display_name":"Modeling Nonstationary Extreme Dependence With Stationary Max-Stable Processes and Multidimensional Scaling","publication_year":2020,"publication_date":"2020-11-02","ids":{"openalex":"https://openalex.org/W3097064562","doi":"https://doi.org/10.1080/10618600.2020.1844213","mag":"3097064562"},"language":"en","primary_location":{"id":"doi:10.1080/10618600.2020.1844213","is_oa":false,"landing_page_url":"https://doi.org/10.1080/10618600.2020.1844213","pdf_url":null,"source":{"id":"https://openalex.org/S76159266","display_name":"Journal of Computational and Graphical Statistics","issn_l":"1061-8600","issn":["1061-8600","1537-2715"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Computational and Graphical Statistics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://boris.unibe.ch/148264/","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5063758472","display_name":"Cl\u00e9ment Chevalier","orcid":null},"institutions":[{"id":"https://openalex.org/I118564535","display_name":"University of Bern","ror":"https://ror.org/02k7v4d05","country_code":"CH","type":"education","lineage":["https://openalex.org/I118564535"]},{"id":"https://openalex.org/I1299204452","display_name":"Oeschger Centre for Climate Change Research","ror":"https://ror.org/0329s8h62","country_code":"CH","type":"facility","lineage":["https://openalex.org/I1299204452"]},{"id":"https://openalex.org/I57825437","display_name":"University of Neuch\u00e2tel","ror":"https://ror.org/00vasag41","country_code":"CH","type":"education","lineage":["https://openalex.org/I57825437"]}],"countries":["CH"],"is_corresponding":true,"raw_author_name":"Cl\u00e9ment Chevalier","raw_affiliation_strings":["Institute of Statistics, University of Neuch\u00e2tel, Switzerland;","Oeschger Centre for Climate Change Research, University of Bern, Switzerland;","Oeschger Centre for Climate Change Research, University of Bern, Switzerland"],"affiliations":[{"raw_affiliation_string":"Institute of Statistics, University of Neuch\u00e2tel, Switzerland;","institution_ids":["https://openalex.org/I57825437"]},{"raw_affiliation_string":"Oeschger Centre for Climate Change Research, University of Bern, Switzerland;","institution_ids":["https://openalex.org/I1299204452","https://openalex.org/I118564535"]},{"raw_affiliation_string":"Oeschger Centre for Climate Change Research, University of Bern, Switzerland","institution_ids":["https://openalex.org/I1299204452","https://openalex.org/I118564535"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074483417","display_name":"Olivia Martius","orcid":"https://orcid.org/0000-0002-8645-4702"},"institutions":[{"id":"https://openalex.org/I118564535","display_name":"University of Bern","ror":"https://ror.org/02k7v4d05","country_code":"CH","type":"education","lineage":["https://openalex.org/I118564535"]},{"id":"https://openalex.org/I1299204452","display_name":"Oeschger Centre for Climate Change Research","ror":"https://ror.org/0329s8h62","country_code":"CH","type":"facility","lineage":["https://openalex.org/I1299204452"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Olivia Martius","raw_affiliation_strings":["Institute of Geography, University of Bern, Switzerland;","Oeschger Centre for Climate Change Research, University of Bern, Switzerland;"],"affiliations":[{"raw_affiliation_string":"Institute of Geography, University of Bern, Switzerland;","institution_ids":["https://openalex.org/I118564535"]},{"raw_affiliation_string":"Oeschger Centre for Climate Change Research, University of Bern, Switzerland;","institution_ids":["https://openalex.org/I1299204452","https://openalex.org/I118564535"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5049418200","display_name":"David Ginsbourger","orcid":"https://orcid.org/0000-0003-2724-2678"},"institutions":[{"id":"https://openalex.org/I118564535","display_name":"University of Bern","ror":"https://ror.org/02k7v4d05","country_code":"CH","type":"education","lineage":["https://openalex.org/I118564535"]},{"id":"https://openalex.org/I1299204452","display_name":"Oeschger Centre for Climate Change Research","ror":"https://ror.org/0329s8h62","country_code":"CH","type":"facility","lineage":["https://openalex.org/I1299204452"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"David Ginsbourger","raw_affiliation_strings":["Institute of Mathematical Statistics and Actuarial Science, University of Bern, Switzerland","Oeschger Centre for Climate Change Research, University of Bern, Switzerland;"],"affiliations":[{"raw_affiliation_string":"Institute of Mathematical Statistics and Actuarial Science, University of Bern, Switzerland","institution_ids":["https://openalex.org/I118564535"]},{"raw_affiliation_string":"Oeschger Centre for Climate Change Research, University of Bern, Switzerland;","institution_ids":["https://openalex.org/I1299204452","https://openalex.org/I118564535"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5063758472"],"corresponding_institution_ids":["https://openalex.org/I118564535","https://openalex.org/I1299204452","https://openalex.org/I57825437"],"apc_list":null,"apc_paid":null,"fwci":0.6166,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.70857359,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":"30","issue":"3","first_page":"745","last_page":"755"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10029","display_name":"Climate variability and models","score":0.998199999332428,"subfield":{"id":"https://openalex.org/subfields/2306","display_name":"Global and Planetary Change"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10029","display_name":"Climate variability and models","score":0.998199999332428,"subfield":{"id":"https://openalex.org/subfields/2306","display_name":"Global and Planetary Change"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11186","display_name":"Hydrology and Drought Analysis","score":0.9976999759674072,"subfield":{"id":"https://openalex.org/subfields/2306","display_name":"Global and Planetary Change"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10770","display_name":"Soil Geostatistics and Mapping","score":0.9921000003814697,"subfield":{"id":"https://openalex.org/subfields/2305","display_name":"Environmental Engineering"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/pairwise-comparison","display_name":"Pairwise comparison","score":0.7178153991699219},{"id":"https://openalex.org/keywords/multidimensional-scaling","display_name":"Multidimensional scaling","score":0.6275471448898315},{"id":"https://openalex.org/keywords/extreme-value-theory","display_name":"Extreme value theory","score":0.6198441386222839},{"id":"https://openalex.org/keywords/covariate","display_name":"Covariate","score":0.5195144414901733},{"id":"https://openalex.org/keywords/scaling","display_name":"Scaling","score":0.48711085319519043},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.46186715364456177},{"id":"https://openalex.org/keywords/dimension","display_name":"Dimension (graph theory)","score":0.4412800669670105},{"id":"https://openalex.org/keywords/spatial-dependence","display_name":"Spatial dependence","score":0.41155076026916504},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.39260628819465637},{"id":"https://openalex.org/keywords/statistical-physics","display_name":"Statistical physics","score":0.3737117648124695},{"id":"https://openalex.org/keywords/econometrics","display_name":"Econometrics","score":0.3093740940093994},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.29009294509887695}],"concepts":[{"id":"https://openalex.org/C184898388","wikidata":"https://www.wikidata.org/wiki/Q1435712","display_name":"Pairwise comparison","level":2,"score":0.7178153991699219},{"id":"https://openalex.org/C91682802","wikidata":"https://www.wikidata.org/wiki/Q620538","display_name":"Multidimensional scaling","level":2,"score":0.6275471448898315},{"id":"https://openalex.org/C147581598","wikidata":"https://www.wikidata.org/wiki/Q729429","display_name":"Extreme value theory","level":2,"score":0.6198441386222839},{"id":"https://openalex.org/C119043178","wikidata":"https://www.wikidata.org/wiki/Q320723","display_name":"Covariate","level":2,"score":0.5195144414901733},{"id":"https://openalex.org/C99844830","wikidata":"https://www.wikidata.org/wiki/Q102441924","display_name":"Scaling","level":2,"score":0.48711085319519043},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.46186715364456177},{"id":"https://openalex.org/C33676613","wikidata":"https://www.wikidata.org/wiki/Q13415176","display_name":"Dimension (graph theory)","level":2,"score":0.4412800669670105},{"id":"https://openalex.org/C138695830","wikidata":"https://www.wikidata.org/wiki/Q1938983","display_name":"Spatial dependence","level":2,"score":0.41155076026916504},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.39260628819465637},{"id":"https://openalex.org/C121864883","wikidata":"https://www.wikidata.org/wiki/Q677916","display_name":"Statistical physics","level":1,"score":0.3737117648124695},{"id":"https://openalex.org/C149782125","wikidata":"https://www.wikidata.org/wiki/Q160039","display_name":"Econometrics","level":1,"score":0.3093740940093994},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.29009294509887695},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","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}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1080/10618600.2020.1844213","is_oa":false,"landing_page_url":"https://doi.org/10.1080/10618600.2020.1844213","pdf_url":null,"source":{"id":"https://openalex.org/S76159266","display_name":"Journal of Computational and Graphical Statistics","issn_l":"1061-8600","issn":["1061-8600","1537-2715"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Computational and Graphical Statistics","raw_type":"journal-article"},{"id":"pmh:oai:boris.unibe.ch:148264","is_oa":true,"landing_page_url":"https://boris.unibe.ch/148264/","pdf_url":null,"source":{"id":"https://openalex.org/S4306401086","display_name":"Bern Open Repository and Information System (University of Bern)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I118564535","host_organization_name":"University of Bern","host_organization_lineage":["https://openalex.org/I118564535"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Chevalier, Cl\u00e9ment; Martius, Olivia; Ginsbourger, David (2021). Modeling Nonstationary Extreme Dependence With Stationary Max-Stable Processes and Multidimensional Scaling. Journal of computational and graphical statistics : JCGS, 30(3), pp. 745-755. American Statistical Association 10.1080/10618600.2020.1844213 &lt;http://dx.doi.org/10.1080/10618600.2020.1844213&gt;","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:figshare.com:article/13180187","is_oa":true,"landing_page_url":"https://figshare.com/articles/dataset/Modeling_non-stationary_extreme_dependence_with_stationary_max-stable_processes_and_multidimensional_scaling/13180187","pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Dataset"},{"id":"doi:10.6084/m9.figshare.13180187.v4","is_oa":true,"landing_page_url":"https://doi.org/10.6084/m9.figshare.13180187.v4","pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"dataset"}],"best_oa_location":{"id":"pmh:oai:boris.unibe.ch:148264","is_oa":true,"landing_page_url":"https://boris.unibe.ch/148264/","pdf_url":null,"source":{"id":"https://openalex.org/S4306401086","display_name":"Bern Open Repository and Information System (University of Bern)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I118564535","host_organization_name":"University of Bern","host_organization_lineage":["https://openalex.org/I118564535"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Chevalier, Cl\u00e9ment; Martius, Olivia; Ginsbourger, David (2021). Modeling Nonstationary Extreme Dependence With Stationary Max-Stable Processes and Multidimensional Scaling. Journal of computational and graphical statistics : JCGS, 30(3), pp. 745-755. American Statistical Association 10.1080/10618600.2020.1844213 &lt;http://dx.doi.org/10.1080/10618600.2020.1844213&gt;","raw_type":"info:eu-repo/semantics/article"},"sustainable_development_goals":[{"score":0.8399999737739563,"id":"https://metadata.un.org/sdg/13","display_name":"Climate action"}],"awards":[{"id":"https://openalex.org/G5921281487","display_name":null,"funder_award_id":"number","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G848032724","display_name":null,"funder_award_id":"Science","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G8511309603","display_name":null,"funder_award_id":"178858","funder_id":"https://openalex.org/F4320320924","funder_display_name":"Schweizerischer Nationalfonds zur F\u00f6rderung der Wissenschaftlichen Forschung"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"},{"id":"https://openalex.org/F4320320924","display_name":"Schweizerischer Nationalfonds zur F\u00f6rderung der Wissenschaftlichen Forschung","ror":"https://ror.org/00yjd3n13"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":48,"referenced_works":["https://openalex.org/W3844949","https://openalex.org/W314067708","https://openalex.org/W1500657154","https://openalex.org/W1578338182","https://openalex.org/W1601669682","https://openalex.org/W1786446732","https://openalex.org/W1840389249","https://openalex.org/W1969705529","https://openalex.org/W1978489110","https://openalex.org/W1980620433","https://openalex.org/W1989423543","https://openalex.org/W1990592632","https://openalex.org/W1996007769","https://openalex.org/W2004777611","https://openalex.org/W2010207606","https://openalex.org/W2042292152","https://openalex.org/W2042759248","https://openalex.org/W2044622173","https://openalex.org/W2047030491","https://openalex.org/W2050497240","https://openalex.org/W2065242699","https://openalex.org/W2066226148","https://openalex.org/W2067752346","https://openalex.org/W2071769383","https://openalex.org/W2072727896","https://openalex.org/W2073416275","https://openalex.org/W2085275239","https://openalex.org/W2089264521","https://openalex.org/W2103549993","https://openalex.org/W2110156585","https://openalex.org/W2113870421","https://openalex.org/W2116123160","https://openalex.org/W2116398202","https://openalex.org/W2134312057","https://openalex.org/W2152110474","https://openalex.org/W2152463672","https://openalex.org/W2162986117","https://openalex.org/W2567289819","https://openalex.org/W2796879669","https://openalex.org/W2911397414","https://openalex.org/W2944472092","https://openalex.org/W2975996214","https://openalex.org/W3099651882","https://openalex.org/W3100890501","https://openalex.org/W3105280042","https://openalex.org/W3106510851","https://openalex.org/W4256306472","https://openalex.org/W4299428166"],"related_works":["https://openalex.org/W2985746494","https://openalex.org/W4206042385","https://openalex.org/W2511384863","https://openalex.org/W2080773131","https://openalex.org/W2096089271","https://openalex.org/W2923628599","https://openalex.org/W2084088627","https://openalex.org/W1975555194","https://openalex.org/W4388793797","https://openalex.org/W3194148306"],"abstract_inverted_index":{"Modeling":[0],"the":[1,35,67,104],"joint":[2],"distribution":[3],"of":[4,34,76,112],"extreme":[5,26,114],"events":[6,29],"at":[7,38],"multiple":[8],"locations":[9],"is":[10],"a":[11,50,54,73],"challenging":[12],"task":[13],"with":[14,47,58],"important":[15,41],"applications.":[16],"In":[17],"this":[18,130],"study,":[19],"we":[20,62],"use":[21],"max-stable":[22],"models":[23],"to":[24,65,87,119],"study":[25,71],"daily":[27],"precipitation":[28],"in":[30,53,72,117],"Switzerland.":[31],"The":[32],"nonstationarity":[33],"spatial":[36,110,113],"process":[37],"hand":[39],"involves":[40],"challenges,":[42],"which":[43],"are":[44,85,132],"often":[45],"dealt":[46],"by":[48],"using":[49,79],"stationary":[51],"model":[52],"so-called":[55],"climate":[56],"space,":[57],"well-chosen":[59],"covariates.":[60],"Here,":[61],"instead":[63],"choose":[64],"warp":[66],"weather":[68],"stations":[69],"under":[70],"latent":[74],"space":[75],"higher":[77],"dimension":[78],"multidimensional":[80],"scaling":[81],"(MDS).":[82],"Two":[83],"methods":[84,106],"proposed":[86,105],"define":[88],"target":[89],"dissimilarity":[90],"matrices,":[91],"based":[92],"respectively":[93],"on":[94,98],"extremal":[95,125],"coefficients":[96],"and":[97],"pairwise":[99],"likelihoods.":[100],"Results":[101],"suggest":[102],"that":[103],"allow":[107],"capturing":[108],"complex":[109],"dependences":[111],"precipitations,":[115],"enabling":[116],"turn":[118],"reliably":[120],"extrapolate":[121],"functionals":[122],"such":[123],"as":[124],"coefficients.":[126],"Supplemental":[127],"materials":[128],"for":[129],"article":[131],"available":[133],"online.":[134]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":3}],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2025-10-10T00:00:00"}
