{"id":"https://openalex.org/W3207305885","doi":"https://doi.org/10.1108/jhti-03-2021-0084","title":"Segmenting tourists by length of stay using regression tree models","display_name":"Segmenting tourists by length of stay using regression tree models","publication_year":2021,"publication_date":"2021-10-10","ids":{"openalex":"https://openalex.org/W3207305885","doi":"https://doi.org/10.1108/jhti-03-2021-0084","mag":"3207305885"},"language":"en","primary_location":{"id":"doi:10.1108/jhti-03-2021-0084","doi":"https://doi.org/10.1108/jhti-03-2021-0084","is_oa":false,"landing_page_url":"https://doi.org/10.1108/jhti-03-2021-0084","pdf_url":null,"source":{"id":"https://openalex.org/S4210226067","display_name":"Journal of Hospitality and Tourism Insights","issn_l":"2514-9792","issn":["2514-9792","2514-9806"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["abdc-b","cwts-core","fnege-4","norway-1","poland-20","russia-white-list-2","vabb-shw"],"host_organization":"https://openalex.org/P4310319811","host_organization_name":"Emerald Publishing Limited","host_organization_lineage":["https://openalex.org/P4310319811"],"host_organization_lineage_names":["Emerald Publishing Limited"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Hospitality and Tourism Insights","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5075354914","display_name":"Mahalia N. Jackman","orcid":"https://orcid.org/0000-0002-4522-664X","observed_orcids":["https://orcid.org/0000-0002-4522-664X"]},"institutions":[{"id":"https://openalex.org/I4210158067","display_name":"University of the West Indies","ror":"https://ror.org/05p4f7w60","country_code":"BB","type":"education","lineage":["https://openalex.org/I137799390","https://openalex.org/I4210158067"]}],"countries":["BB"],"is_corresponding":false,"raw_author_name":"Mahalia Jackman","raw_affiliation_strings":["The University of the West Indies, Bridgetown, Barbados"],"raw_orcid":"https://orcid.org/0000-0002-4522-664X","affiliations":[{"raw_affiliation_string":"The University of the West Indies, Bridgetown, Barbados","institution_ids":["https://openalex.org/I4210158067"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5017903076","display_name":"Simon Naitram","orcid":"https://orcid.org/0000-0002-3628-2658","observed_orcids":["https://orcid.org/0000-0002-3628-2658"]},"institutions":[{"id":"https://openalex.org/I4210158067","display_name":"University of the West Indies","ror":"https://ror.org/05p4f7w60","country_code":"BB","type":"education","lineage":["https://openalex.org/I137799390","https://openalex.org/I4210158067"]}],"countries":["BB"],"is_corresponding":false,"raw_author_name":"Simon Naitram","raw_affiliation_strings":["The University of the West Indies, Bridgetown, Barbados"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The University of the West Indies, Bridgetown, Barbados","institution_ids":["https://openalex.org/I4210158067"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I4210158067"],"apc_list":null,"apc_paid":null,"fwci":2.2057,"has_fulltext":false,"cited_by_count":16,"citation_normalized_percentile":{"value":0.89099494,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":88,"max":98},"biblio":{"volume":"6","issue":"1","first_page":"18","last_page":"35"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10055","display_name":"Diverse Aspects of Tourism Research","score":0.9868000149726868,"subfield":{"id":"https://openalex.org/subfields/1409","display_name":"Tourism, Leisure and Hospitality Management"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10055","display_name":"Diverse Aspects of Tourism Research","score":0.9868000149726868,"subfield":{"id":"https://openalex.org/subfields/1409","display_name":"Tourism, Leisure and Hospitality Management"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T12783","display_name":"Migration, Aging, and Tourism Studies","score":0.002899999963119626,"subfield":{"id":"https://openalex.org/subfields/3317","display_name":"Demography"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T13562","display_name":"Cruise Tourism Development and Management","score":0.0017999999690800905,"subfield":{"id":"https://openalex.org/subfields/3313","display_name":"Transportation"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/tourist-length-of-stay","display_name":"tourist length of stay","score":0.9589999914169312},{"id":"https://openalex.org/keywords/tourist-segmentation","display_name":"tourist segmentation","score":0.9290000200271606},{"id":"https://openalex.org/keywords/regression-trees","display_name":"regression trees","score":0.9369999766349792},{"id":"https://openalex.org/keywords/socio-demographic-profile","display_name":"socio-demographic profile","score":0.6639999747276306},{"id":"https://openalex.org/keywords/trip-characteristics","display_name":"trip characteristics","score":0.6679999828338623},{"id":"https://openalex.org/keywords/tourism-demand","display_name":"tourism demand","score":0.5979999899864197},{"id":"https://openalex.org/keywords/barbados","display_name":"Barbados","score":0.9729999899864197}],"concepts":[{"id":"https://openalex.org/C125308379","wikidata":"https://www.wikidata.org/wiki/Q363057","display_name":"Market segmentation","level":2,"score":0.8021930456161499},{"id":"https://openalex.org/C18918823","wikidata":"https://www.wikidata.org/wiki/Q49389","display_name":"Tourism","level":2,"score":0.723037600517273},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.6027541160583496},{"id":"https://openalex.org/C149782125","wikidata":"https://www.wikidata.org/wiki/Q160039","display_name":"Econometrics","level":1,"score":0.5343493819236755},{"id":"https://openalex.org/C2776950860","wikidata":"https://www.wikidata.org/wiki/Q2914681","display_name":"Originality","level":3,"score":0.5280212759971619},{"id":"https://openalex.org/C2777113389","wikidata":"https://www.wikidata.org/wiki/Q208195","display_name":"Pleasure","level":2,"score":0.5121157169342041},{"id":"https://openalex.org/C152877465","wikidata":"https://www.wikidata.org/wiki/Q208042","display_name":"Regression analysis","level":2,"score":0.458187460899353},{"id":"https://openalex.org/C2776291640","wikidata":"https://www.wikidata.org/wiki/Q2912517","display_name":"Value (mathematics)","level":2,"score":0.4492437541484833},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.44315510988235474},{"id":"https://openalex.org/C83546350","wikidata":"https://www.wikidata.org/wiki/Q1139051","display_name":"Regression","level":2,"score":0.42966634035110474},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.4080738127231598},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.3442400097846985},{"id":"https://openalex.org/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"score":0.312824547290802},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.28890538215637207},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2639737129211426},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.25586843490600586},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.21173101663589478},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.18883606791496277},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.16086500883102417},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.0},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.0},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0},{"id":"https://openalex.org/C11012388","wikidata":"https://www.wikidata.org/wiki/Q170658","display_name":"Creativity","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1108/jhti-03-2021-0084","doi":"https://doi.org/10.1108/jhti-03-2021-0084","is_oa":false,"landing_page_url":"https://doi.org/10.1108/jhti-03-2021-0084","pdf_url":null,"source":{"id":"https://openalex.org/S4210226067","display_name":"Journal of Hospitality and Tourism Insights","issn_l":"2514-9792","issn":["2514-9792","2514-9806"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["abdc-b","cwts-core","fnege-4","norway-1","poland-20","russia-white-list-2","vabb-shw"],"host_organization":"https://openalex.org/P4310319811","host_organization_name":"Emerald Publishing Limited","host_organization_lineage":["https://openalex.org/P4310319811"],"host_organization_lineage_names":["Emerald Publishing Limited"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Hospitality and Tourism Insights","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":58,"referenced_works":["https://openalex.org/W188443989","https://openalex.org/W800461989","https://openalex.org/W1507224649","https://openalex.org/W1575922766","https://openalex.org/W1600184830","https://openalex.org/W1974874523","https://openalex.org/W1977634197","https://openalex.org/W1981206500","https://openalex.org/W1994623215","https://openalex.org/W1996538121","https://openalex.org/W1998961803","https://openalex.org/W2020075915","https://openalex.org/W2020302741","https://openalex.org/W2023592984","https://openalex.org/W2034621742","https://openalex.org/W2035444843","https://openalex.org/W2037848519","https://openalex.org/W2042910503","https://openalex.org/W2083439047","https://openalex.org/W2085121493","https://openalex.org/W2087070785","https://openalex.org/W2092966404","https://openalex.org/W2093493126","https://openalex.org/W2110264914","https://openalex.org/W2120402204","https://openalex.org/W2132112706","https://openalex.org/W2140387328","https://openalex.org/W2152910972","https://openalex.org/W2157809841","https://openalex.org/W2158299703","https://openalex.org/W2164082705","https://openalex.org/W2267928058","https://openalex.org/W2328026057","https://openalex.org/W2460349514","https://openalex.org/W2481308374","https://openalex.org/W2504663316","https://openalex.org/W2552315899","https://openalex.org/W2555242681","https://openalex.org/W2897318433","https://openalex.org/W2901411838","https://openalex.org/W2937034999","https://openalex.org/W2947468187","https://openalex.org/W2953457166","https://openalex.org/W2995722797","https://openalex.org/W3041794555","https://openalex.org/W3083849676","https://openalex.org/W3104994390","https://openalex.org/W3111833223","https://openalex.org/W3116797076","https://openalex.org/W3137803176","https://openalex.org/W3138422654","https://openalex.org/W3139579887","https://openalex.org/W3153579304","https://openalex.org/W3159986656","https://openalex.org/W3176428848","https://openalex.org/W3177296373","https://openalex.org/W4385328936","https://openalex.org/W4399570248"],"related_works":["https://openalex.org/W2981186493","https://openalex.org/W1997575675","https://openalex.org/W2085121493","https://openalex.org/W2024230496","https://openalex.org/W4417098436","https://openalex.org/W2006616951","https://openalex.org/W2059984236","https://openalex.org/W2232794381","https://openalex.org/W7097254596","https://openalex.org/W7075632593"],"abstract_inverted_index":{"Purpose":[0],"This":[1],"study":[2,32,185],"analyses":[3,127],"how":[4],"the":[5,9,18,83,86,133,188],"socio-demographic":[6],"profile":[7],"of":[8,25,53,62,80,85,104,118,120,136,139,166,182],"tourist,":[10],"trip-related":[11],"characteristics,":[12],"distance,":[13],"and":[14,43],"economic":[15],"conditions":[16],"in":[17,28,82],"source":[19],"country":[20],"affect":[21],"pleasure":[22,59],"tourists'":[23,60],"length":[24,52,61,103,119,135,181],"stay":[26,54,105,121,137],"behaviours":[27,138],"Barbados.":[29],"Design/methodology/approach":[30],"The":[31,74,111,184],"uses":[33],"\u201cbiggish\u201d":[34],"data":[35],"(over":[36],"3.6":[37],"million":[38],"observations),":[39],"parametric":[40,97],"models":[41,46,117],"(OLS)":[42],"statistical":[44],"learning":[45],"(regression":[47],"trees)":[48],"to":[49,57,70,101,128,179,187],"develop":[50],"a":[51,77],"decision":[55],"rule":[56],"segment":[58],"stay.":[63,183],"Our":[64],"sample":[65],"period":[66],"is":[67,114],"January":[68],"2004":[69],"March":[71],"2013.":[72],"Findings":[73],"analysis":[75],"revealed":[76],"great":[78],"deal":[79],"heterogeneity":[81],"impact":[84],"predictors":[87],"across":[88],"segments,":[89],"which":[90],"would":[91],"be":[92,123],"typically":[93],"hidden":[94],"from":[95],"simple":[96],"approaches":[98],"often":[99],"used":[100],"model":[102],"(such":[106],"as":[107],"OLS).":[108],"Practical":[109],"implications":[110],"main":[112],"implication":[113],"that":[115],"conventional":[116],"should":[122],"complemented":[124],"with":[125],"segmentation":[126],"shed":[129],"some":[130],"light":[131],"on":[132,146,151,163],"heterogeneous":[134],"specific":[140],"market":[141],"segments.":[142],"Originality/value":[143],"Many":[144],"studies":[145,175],"small":[147,170],"tourism-specialising":[148],"states":[149],"focus":[150],"modelling":[152,156],"aggregate":[153],"arrivals.":[154],"By":[155],"micro-data":[157],"for":[158,169],"Barbados,":[159],"we":[160],"provide":[161],"insights":[162],"this":[164],"aspect":[165],"tourism":[167],"demand":[168],"states.":[171],"Second,":[172],"very":[173],"few":[174],"use":[176],"classification":[177],"tools":[178],"analyse":[180],"contributes":[186],"literature":[189],"through":[190],"its":[191],"methodological":[192],"approach.":[193]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":2}],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2021-10-25T00:00:00"}