{"id":"https://openalex.org/W4385147727","doi":"https://doi.org/10.1007/s11222-023-10277-5","title":"Flexible non-parametric regression models for compositional response data with zeros","display_name":"Flexible non-parametric regression models for compositional response data with zeros","publication_year":2023,"publication_date":"2023-07-22","ids":{"openalex":"https://openalex.org/W4385147727","doi":"https://doi.org/10.1007/s11222-023-10277-5"},"language":"en","primary_location":{"id":"doi:10.1007/s11222-023-10277-5","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11222-023-10277-5","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11222-023-10277-5.pdf","source":{"id":"https://openalex.org/S5437875","display_name":"Statistics and Computing","issn_l":"0960-3174","issn":["0960-3174","1573-1375"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Statistics and Computing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s11222-023-10277-5.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5018498598","display_name":"Michail Tsagris","orcid":"https://orcid.org/0000-0002-2049-3063"},"institutions":[{"id":"https://openalex.org/I142617266","display_name":"University of Crete","ror":"https://ror.org/00dr28g20","country_code":"GR","type":"education","lineage":["https://openalex.org/I142617266"]},{"id":"https://openalex.org/I4210163356","display_name":"Crete University Press","ror":"https://ror.org/05fdghr47","country_code":"GR","type":"other","lineage":["https://openalex.org/I4210163356"]}],"countries":["GR"],"is_corresponding":true,"raw_author_name":"Michail Tsagris","raw_affiliation_strings":["Department of Economics, University of Crete, Rethymno, Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Economics, University of Crete, Rethymno, Greece","institution_ids":["https://openalex.org/I4210163356","https://openalex.org/I142617266"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061647981","display_name":"Abdulaziz Alenazi","orcid":"https://orcid.org/0000-0002-4758-8871"},"institutions":[{"id":"https://openalex.org/I118590987","display_name":"Northern Border University","ror":"https://ror.org/03j9tzj20","country_code":"SA","type":"education","lineage":["https://openalex.org/I118590987"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Abdulaziz Alenazi","raw_affiliation_strings":["Department of Mathematics, College of Science, Northern Border University, Arar, Saudi Arabia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mathematics, College of Science, Northern Border University, Arar, Saudi Arabia","institution_ids":["https://openalex.org/I118590987"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5066860255","display_name":"Connie Stewart","orcid":"https://orcid.org/0000-0003-1058-5922"},"institutions":[{"id":"https://openalex.org/I106938459","display_name":"University of New Brunswick","ror":"https://ror.org/05nkf0n29","country_code":"CA","type":"education","lineage":["https://openalex.org/I106938459"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Connie Stewart","raw_affiliation_strings":["Department of Mathematics and Statistics, University of New Brunswick, Saint John, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mathematics and Statistics, University of New Brunswick, Saint John, Canada","institution_ids":["https://openalex.org/I106938459"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5018498598"],"corresponding_institution_ids":["https://openalex.org/I142617266","https://openalex.org/I4210163356"],"apc_list":{"value":2090,"currency":"EUR","value_usd":2690},"apc_paid":{"value":2090,"currency":"EUR","value_usd":2690},"fwci":1.9035,"has_fulltext":true,"cited_by_count":12,"citation_normalized_percentile":{"value":0.8793094,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":"33","issue":"5","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12157","display_name":"Geochemistry and Geologic Mapping","score":0.9998999834060669,"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/T12157","display_name":"Geochemistry and Geologic Mapping","score":0.9998999834060669,"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/T10399","display_name":"Hydrocarbon exploration and reservoir analysis","score":0.9556999802589417,"subfield":{"id":"https://openalex.org/subfields/2211","display_name":"Mechanics of Materials"},"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/T12282","display_name":"Mineral Processing and Grinding","score":0.9078999757766724,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical 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/parametric-statistics","display_name":"Parametric statistics","score":0.5594754815101624},{"id":"https://openalex.org/keywords/regression","display_name":"Regression","score":0.549945592880249},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.5389988422393799},{"id":"https://openalex.org/keywords/regression-analysis","display_name":"Regression analysis","score":0.47901982069015503},{"id":"https://openalex.org/keywords/multivariate-adaptive-regression-splines","display_name":"Multivariate adaptive regression splines","score":0.47170329093933105},{"id":"https://openalex.org/keywords/semiparametric-regression","display_name":"Semiparametric regression","score":0.45244544744491577},{"id":"https://openalex.org/keywords/compositional-data","display_name":"Compositional data","score":0.4479029178619385},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.447269082069397},{"id":"https://openalex.org/keywords/nonparametric-regression","display_name":"Nonparametric regression","score":0.4179916977882385},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4068615436553955},{"id":"https://openalex.org/keywords/applied-mathematics","display_name":"Applied mathematics","score":0.34040898084640503}],"concepts":[{"id":"https://openalex.org/C117251300","wikidata":"https://www.wikidata.org/wiki/Q1849855","display_name":"Parametric statistics","level":2,"score":0.5594754815101624},{"id":"https://openalex.org/C83546350","wikidata":"https://www.wikidata.org/wiki/Q1139051","display_name":"Regression","level":2,"score":0.549945592880249},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.5389988422393799},{"id":"https://openalex.org/C152877465","wikidata":"https://www.wikidata.org/wiki/Q208042","display_name":"Regression analysis","level":2,"score":0.47901982069015503},{"id":"https://openalex.org/C44882253","wikidata":"https://www.wikidata.org/wiki/Q3455882","display_name":"Multivariate adaptive regression splines","level":4,"score":0.47170329093933105},{"id":"https://openalex.org/C19539793","wikidata":"https://www.wikidata.org/wiki/Q7449609","display_name":"Semiparametric regression","level":3,"score":0.45244544744491577},{"id":"https://openalex.org/C2781147490","wikidata":"https://www.wikidata.org/wiki/Q5156808","display_name":"Compositional data","level":2,"score":0.4479029178619385},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.447269082069397},{"id":"https://openalex.org/C74127309","wikidata":"https://www.wikidata.org/wiki/Q3455886","display_name":"Nonparametric regression","level":3,"score":0.4179916977882385},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4068615436553955},{"id":"https://openalex.org/C28826006","wikidata":"https://www.wikidata.org/wiki/Q33521","display_name":"Applied mathematics","level":1,"score":0.34040898084640503}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s11222-023-10277-5","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11222-023-10277-5","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11222-023-10277-5.pdf","source":{"id":"https://openalex.org/S5437875","display_name":"Statistics and Computing","issn_l":"0960-3174","issn":["0960-3174","1573-1375"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Statistics and Computing","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1007/s11222-023-10277-5","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11222-023-10277-5","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11222-023-10277-5.pdf","source":{"id":"https://openalex.org/S5437875","display_name":"Statistics and Computing","issn_l":"0960-3174","issn":["0960-3174","1573-1375"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Statistics and Computing","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/12","score":0.4699999988079071,"display_name":"Responsible consumption and production"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320322644","display_name":"University of Crete","ror":"https://ror.org/00dr28g20"}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4385147727.pdf"},"referenced_works_count":47,"referenced_works":["https://openalex.org/W1503352355","https://openalex.org/W1522547150","https://openalex.org/W1525516619","https://openalex.org/W1565234293","https://openalex.org/W1598920400","https://openalex.org/W1968596810","https://openalex.org/W1969909755","https://openalex.org/W1971713783","https://openalex.org/W1984275135","https://openalex.org/W1990942470","https://openalex.org/W1998120841","https://openalex.org/W2009009124","https://openalex.org/W2009520643","https://openalex.org/W2022080111","https://openalex.org/W2024081693","https://openalex.org/W2024254343","https://openalex.org/W2024350849","https://openalex.org/W2031813546","https://openalex.org/W2047081748","https://openalex.org/W2047618536","https://openalex.org/W2049106209","https://openalex.org/W2059885445","https://openalex.org/W2078112764","https://openalex.org/W2091886411","https://openalex.org/W2120877273","https://openalex.org/W2125847307","https://openalex.org/W2136734583","https://openalex.org/W2159906399","https://openalex.org/W2163542501","https://openalex.org/W2169951582","https://openalex.org/W2171074980","https://openalex.org/W2325379241","https://openalex.org/W2398800349","https://openalex.org/W2491991542","https://openalex.org/W2613514963","https://openalex.org/W2899039999","https://openalex.org/W2904250115","https://openalex.org/W2904484859","https://openalex.org/W2911964244","https://openalex.org/W2963004295","https://openalex.org/W2964212628","https://openalex.org/W3045486322","https://openalex.org/W3105802413","https://openalex.org/W3122632052","https://openalex.org/W4235667863","https://openalex.org/W4299542564","https://openalex.org/W4312600890"],"related_works":["https://openalex.org/W4256152544","https://openalex.org/W1481829876","https://openalex.org/W2181828400","https://openalex.org/W4236180998","https://openalex.org/W920448194","https://openalex.org/W2155796958","https://openalex.org/W2264001480","https://openalex.org/W4320843431","https://openalex.org/W2073342237","https://openalex.org/W2033531685"],"abstract_inverted_index":{"Abstract":[0],"Compositional":[1],"data":[2,17,141,157,221],"arise":[3],"in":[4,18,120,201],"many":[5,106],"real-life":[6,140],"applications":[7],"and":[8,125,139,158,168],"versatile":[9],"methods":[10],"for":[11,44,74,112,151,216],"properly":[12],"analyzing":[13],"this":[14,47],"type":[15],"of":[16,80,107,146],"the":[19,54,87,97,108,131,144,163,190,195],"regression":[20,36,72,82,110,180,205],"context":[21],"are":[22,31,122],"needed.":[23],"When":[24],"parametric":[25,187],"assumptions":[26],"do":[27],"not":[28,123],"hold":[29],"or":[30],"difficult":[32],"to":[33,53,173,178,203],"verify,":[34],"non-parametric":[35,71,149],"models":[37,111,133,181],"can":[38,127,171],"provide":[39],"a":[40,68,93,208],"convenient":[41],"alternative":[42],"method":[43],"prediction.":[45],"To":[46],"end,":[48],"we":[49],"consider":[50],"an":[51],"extension":[52,79],"classical":[55],"k":[56,61,197],"-":[57,62,166,198],"Nearest":[58],"Neighbours":[59],"(":[60],"NN":[63,167,199],")":[64],"regression,":[65,200],"that":[66],"yields":[67],"highly":[69,214],"flexible":[70],"model":[73],"compositional":[75,113,155],"data.":[76],"A":[77],"similar":[78],"kernel":[81,169],"is":[83],"proposed":[84,132],"by":[85],"adopting":[86],"Nadaraya\u2013Watson":[88],"estimator.":[89],"Both":[90,162],"extensions":[91],"involve":[92],"power":[94],"transformation":[95],"termed":[96],"$$\\alpha":[98],"$$":[99],"<mml:math":[100],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\">":[101],"<mml:mi>\u03b1</mml:mi>":[102],"</mml:math>":[103],"-transformation.":[104],"Unlike":[105],"recommended":[109],"data,":[114],"zeros":[115],"values":[116],"(which":[117],"commonly":[118],"occur":[119],"practice)":[121],"problematic":[124],"they":[126],"be":[128],"incorporated":[129],"into":[130],"without":[134],"modification.":[135],"Extensive":[136],"simulation":[137],"studies":[138],"analyses":[142],"highlight":[143],"advantage":[145],"using":[147],"these":[148],"regressions":[150,170],"complex":[152],"relationships":[153],"between":[154],"response":[156],"Euclidean":[159],"predictor":[160,191],"variables.":[161,192],"extended":[164,196],"K":[165],"lead":[172],"more":[174],"accurate":[175],"predictions":[176],"compared":[177],"current":[179,204],"which":[182],"assume":[183],"a,":[184],"sometimes":[185],"restrictive,":[186],"relationship":[188],"with":[189,218],"In":[193],"addition,":[194],"contrast":[202],"techniques,":[206],"enjoys":[207],"high":[209],"computational":[210],"efficiency":[211],"rendering":[212],"it":[213],"attractive":[215],"use":[217],"large":[219],"sample":[220],"sets.":[222]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":4}],"updated_date":"2026-06-13T06:13:01.061226","created_date":"2025-10-10T00:00:00"}