{"id":"https://openalex.org/W2972947493","doi":"https://doi.org/10.1080/00401706.2019.1665592","title":"Transformation and Additivity in Gaussian Processes","display_name":"Transformation and Additivity in Gaussian Processes","publication_year":2019,"publication_date":"2019-09-11","ids":{"openalex":"https://openalex.org/W2972947493","doi":"https://doi.org/10.1080/00401706.2019.1665592","mag":"2972947493"},"language":"en","primary_location":{"id":"doi:10.1080/00401706.2019.1665592","is_oa":false,"landing_page_url":"https://doi.org/10.1080/00401706.2019.1665592","pdf_url":null,"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,"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":"Technometrics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://digitalcommons.lsu.edu/civil_engineering_pubs/155","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5060737181","display_name":"Li\u2010Hsiang Lin","orcid":"https://orcid.org/0000-0002-4464-433X"},"institutions":[{"id":"https://openalex.org/I130701444","display_name":"Georgia Institute of Technology","ror":"https://ror.org/01zkghx44","country_code":"US","type":"education","lineage":["https://openalex.org/I130701444"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Li-Hsiang Lin","raw_affiliation_strings":["H. Milton Stewart School of Industrial and Systems Engineering, Georgia Institute of Technology, Atlanta, GA"],"affiliations":[{"raw_affiliation_string":"H. Milton Stewart School of Industrial and Systems Engineering, Georgia Institute of Technology, Atlanta, GA","institution_ids":["https://openalex.org/I130701444"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5015629734","display_name":"V. Roshan Joseph","orcid":"https://orcid.org/0000-0002-9430-5301"},"institutions":[{"id":"https://openalex.org/I130701444","display_name":"Georgia Institute of Technology","ror":"https://ror.org/01zkghx44","country_code":"US","type":"education","lineage":["https://openalex.org/I130701444"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"V. Roshan Joseph","raw_affiliation_strings":["H. Milton Stewart School of Industrial and Systems Engineering, Georgia Institute of Technology, Atlanta, GA"],"affiliations":[{"raw_affiliation_string":"H. Milton Stewart School of Industrial and Systems Engineering, Georgia Institute of Technology, Atlanta, GA","institution_ids":["https://openalex.org/I130701444"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5015629734"],"corresponding_institution_ids":["https://openalex.org/I130701444"],"apc_list":null,"apc_paid":null,"fwci":1.3003,"has_fulltext":false,"cited_by_count":18,"citation_normalized_percentile":{"value":0.85825969,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"62","issue":"4","first_page":"525","last_page":"535"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12814","display_name":"Gaussian Processes and Bayesian Inference","score":0.9991000294685364,"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"}},"topics":[{"id":"https://openalex.org/T12814","display_name":"Gaussian Processes and Bayesian Inference","score":0.9991000294685364,"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/T10848","display_name":"Advanced Multi-Objective Optimization Algorithms","score":0.9983000159263611,"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"}},{"id":"https://openalex.org/T13126","display_name":"Scientific Research and Discoveries","score":0.9732999801635742,"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/additive-function","display_name":"Additive function","score":0.7996752262115479},{"id":"https://openalex.org/keywords/transformation","display_name":"Transformation (genetics)","score":0.6634988188743591},{"id":"https://openalex.org/keywords/gaussian","display_name":"Gaussian","score":0.5654236078262329},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.5398212671279907},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.4767480790615082},{"id":"https://openalex.org/keywords/statistical-physics","display_name":"Statistical physics","score":0.4691323935985565},{"id":"https://openalex.org/keywords/econometrics","display_name":"Econometrics","score":0.46331146359443665},{"id":"https://openalex.org/keywords/applied-mathematics","display_name":"Applied mathematics","score":0.39314383268356323},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.18266132473945618},{"id":"https://openalex.org/keywords/mathematical-analysis","display_name":"Mathematical analysis","score":0.13717833161354065},{"id":"https://openalex.org/keywords/chemistry","display_name":"Chemistry","score":0.08931174874305725}],"concepts":[{"id":"https://openalex.org/C38803922","wikidata":"https://www.wikidata.org/wiki/Q95745348","display_name":"Additive function","level":2,"score":0.7996752262115479},{"id":"https://openalex.org/C204241405","wikidata":"https://www.wikidata.org/wiki/Q461499","display_name":"Transformation (genetics)","level":3,"score":0.6634988188743591},{"id":"https://openalex.org/C163716315","wikidata":"https://www.wikidata.org/wiki/Q901177","display_name":"Gaussian","level":2,"score":0.5654236078262329},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.5398212671279907},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.4767480790615082},{"id":"https://openalex.org/C121864883","wikidata":"https://www.wikidata.org/wiki/Q677916","display_name":"Statistical physics","level":1,"score":0.4691323935985565},{"id":"https://openalex.org/C149782125","wikidata":"https://www.wikidata.org/wiki/Q160039","display_name":"Econometrics","level":1,"score":0.46331146359443665},{"id":"https://openalex.org/C28826006","wikidata":"https://www.wikidata.org/wiki/Q33521","display_name":"Applied mathematics","level":1,"score":0.39314383268356323},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.18266132473945618},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.13717833161354065},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.08931174874305725},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"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/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.1080/00401706.2019.1665592","is_oa":false,"landing_page_url":"https://doi.org/10.1080/00401706.2019.1665592","pdf_url":null,"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,"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":"Technometrics","raw_type":"journal-article"},{"id":"pmh:oai:digitalcommons.lsu.edu:civil_engineering_pubs-1154","is_oa":true,"landing_page_url":"https://digitalcommons.lsu.edu/civil_engineering_pubs/155","pdf_url":null,"source":{"id":"https://openalex.org/S4210169993","display_name":"Civil War Book Review","issn_l":"1528-6592","issn":["1528-6592"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/P4310315936","host_organization_name":"Louisiana State University","host_organization_lineage":["https://openalex.org/P4310315936"],"host_organization_lineage_names":["Louisiana State University"],"type":"journal"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Faculty Publications","raw_type":"text"},{"id":"pmh:oai:figshare.com:article/9805547","is_oa":true,"landing_page_url":"https://figshare.com/articles/dataset/Transformation_and_Additivity_in_Gaussian_Processes/9805547","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":"pmh:oai:repository.lsu.edu:civil_engineering_pubs-1154","is_oa":true,"landing_page_url":"https://repository.lsu.edu/civil_engineering_pubs/155","pdf_url":null,"source":{"id":"https://openalex.org/S4210169993","display_name":"Civil War Book Review","issn_l":"1528-6592","issn":["1528-6592"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/P4310315936","host_organization_name":"Louisiana State University","host_organization_lineage":["https://openalex.org/P4310315936"],"host_organization_lineage_names":["Louisiana State University"],"type":"journal"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Faculty Publications","raw_type":"text"},{"id":"doi:10.6084/m9.figshare.9805547.v1","is_oa":true,"landing_page_url":"https://doi.org/10.6084/m9.figshare.9805547.v1","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:digitalcommons.lsu.edu:civil_engineering_pubs-1154","is_oa":true,"landing_page_url":"https://digitalcommons.lsu.edu/civil_engineering_pubs/155","pdf_url":null,"source":{"id":"https://openalex.org/S4210169993","display_name":"Civil War Book Review","issn_l":"1528-6592","issn":["1528-6592"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/P4310315936","host_organization_name":"Louisiana State University","host_organization_lineage":["https://openalex.org/P4310315936"],"host_organization_lineage_names":["Louisiana State University"],"type":"journal"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Faculty Publications","raw_type":"text"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","score":0.6000000238418579,"display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":39,"referenced_works":["https://openalex.org/W129305155","https://openalex.org/W1502922572","https://openalex.org/W1751533135","https://openalex.org/W1840389249","https://openalex.org/W1867289061","https://openalex.org/W1977715424","https://openalex.org/W1994103660","https://openalex.org/W2005695783","https://openalex.org/W2018044188","https://openalex.org/W2025720061","https://openalex.org/W2027973545","https://openalex.org/W2030748132","https://openalex.org/W2044571476","https://openalex.org/W2051119300","https://openalex.org/W2061883449","https://openalex.org/W2064129461","https://openalex.org/W2082137964","https://openalex.org/W2091886411","https://openalex.org/W2111857777","https://openalex.org/W2115620436","https://openalex.org/W2125275885","https://openalex.org/W2139002679","https://openalex.org/W2150705946","https://openalex.org/W2151220274","https://openalex.org/W2481312347","https://openalex.org/W2496675188","https://openalex.org/W2604272474","https://openalex.org/W2612972698","https://openalex.org/W2963525373","https://openalex.org/W3098920173","https://openalex.org/W3103387329","https://openalex.org/W3105261654","https://openalex.org/W3112717819","https://openalex.org/W4212774754","https://openalex.org/W4237236652","https://openalex.org/W4238676389","https://openalex.org/W4246916037","https://openalex.org/W4249303080","https://openalex.org/W4249991458"],"related_works":["https://openalex.org/W2369066770","https://openalex.org/W2979338343","https://openalex.org/W1509471222","https://openalex.org/W2077103236","https://openalex.org/W2506684035","https://openalex.org/W2972015066","https://openalex.org/W2157462672","https://openalex.org/W1981051845","https://openalex.org/W2061286388","https://openalex.org/W2000205155"],"abstract_inverted_index":{"We":[0,24,51,89],"discuss":[1],"the":[2,29,36,79,121,124,141],"problem":[3],"of":[4,15,28,78,123],"approximating":[5],"a":[6,54,56,95,114],"deterministic":[7,37],"function":[8,38],"using":[9,47],"Gaussian":[10,59,86],"processes":[11],"(GPs).":[12],"The":[13,135],"role":[14],"transformation":[16,27],"in":[17,70,140],"GP":[18,55],"modeling":[19],"is":[20],"not":[21],"well":[22],"understood.":[23],"argue":[25],"that":[26,102,120],"response":[30],"can":[31,42,104],"be":[32,44,105],"used":[33],"for":[34,69,93],"making":[35],"approximately":[39,84],"additive,":[40],"which":[41,66],"then":[43],"easily":[45],"estimated":[46],"an":[48,71,76],"additive":[49,58,72,85],"GP.":[50,116],"call":[52],"such":[53],"transformed":[57,83],"(TAG)":[60],"process.":[61,88,97],"To":[62],"capture":[63],"possible":[64],"interactions":[65],"are":[67,138],"unaccounted":[68],"model,":[73],"we":[74,100,118],"propose":[75],"extension":[77],"TAG":[80],"process":[81,126],"called":[82],"(TAAG)":[87],"develop":[90],"efficient":[91],"techniques":[92],"fitting":[94],"TAAG":[96,125],"In":[98],"fact,":[99],"show":[101,119],"it":[103],"fitted":[106],"to":[107,128],"high-dimensional":[108],"data":[109],"much":[110],"more":[111],"efficiently":[112],"than":[113],"standard":[115],"Furthermore,":[117],"use":[122],"leads":[127],"better":[129],"estimation,":[130],"interpretation,":[131],"visualization,":[132],"and":[133],"prediction.":[134],"proposed":[136],"methods":[137],"implemented":[139],"R":[142],"package":[143],"<i>TAG</i>.":[144]},"counts_by_year":[{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":4},{"year":2022,"cited_by_count":5},{"year":2020,"cited_by_count":3}],"updated_date":"2026-04-05T17:49:38.594831","created_date":"2025-10-10T00:00:00"}
