{"id":"https://openalex.org/W4412883239","doi":"https://doi.org/10.3389/frai.2025.1632415","title":"Application of artificial intelligence techniques for the profiling of visitors to tourist destinations","display_name":"Application of artificial intelligence techniques for the profiling of visitors to tourist destinations","publication_year":2025,"publication_date":"2025-08-04","ids":{"openalex":"https://openalex.org/W4412883239","doi":"https://doi.org/10.3389/frai.2025.1632415","pmid":"https://pubmed.ncbi.nlm.nih.gov/40832675","pmcid":"https://www.ncbi.nlm.nih.gov/pmc/articles/12358427"},"language":"en","primary_location":{"id":"doi:10.3389/frai.2025.1632415","doi":"https://doi.org/10.3389/frai.2025.1632415","is_oa":true,"landing_page_url":"https://doi.org/10.3389/frai.2025.1632415","pdf_url":"https://www.frontiersin.org/journals/artificial-intelligence/articles/10.3389/frai.2025.1632415/pdf","source":{"id":"https://openalex.org/S4210197006","display_name":"Frontiers in Artificial Intelligence","issn_l":"2624-8212","issn":["2624-8212"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","doaj","jufo-1","ki-jl-1","norway-1","poland-20","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.frontiersin.org/journals/artificial-intelligence/articles/10.3389/frai.2025.1632415/pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5003161883","display_name":"Juan Schrader","orcid":"https://orcid.org/0000-0003-3069-7200","observed_orcids":["https://orcid.org/0000-0003-3069-7200"]},"institutions":[{"id":"https://openalex.org/I4387152943","display_name":"Universidad Nacional Aut\u00f3noma de Alto Amazonas","ror":"https://ror.org/0180xa122","country_code":"PE","type":"education","lineage":["https://openalex.org/I4387152943"]}],"countries":["PE"],"is_corresponding":false,"raw_author_name":"Juan Schrader","raw_affiliation_strings":["Grupo de Investigaci\u00f3n Innovaci\u00f3n Tur\u00edstica y Comercio Exterior, Facultad de Ciencias Econ\u00f3micas, Administrativas y Contables, Universidad Nacional Aut\u00f3noma de Alto Amazonas, Yurimaguas, Peru"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Grupo de Investigaci\u00f3n Innovaci\u00f3n Tur\u00edstica y Comercio Exterior, Facultad de Ciencias Econ\u00f3micas, Administrativas y Contables, Universidad Nacional Aut\u00f3noma de Alto Amazonas, Yurimaguas, Peru","institution_ids":["https://openalex.org/I4387152943"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037922686","display_name":"Lloy Pinedo","orcid":"https://orcid.org/0000-0002-5569-8739","observed_orcids":["https://orcid.org/0000-0002-5569-8739"]},"institutions":[{"id":"https://openalex.org/I4210136908","display_name":"Universidad Norbert Wiener","ror":"https://ror.org/04abrpb32","country_code":"PE","type":"education","lineage":["https://openalex.org/I4210136908"]}],"countries":["PE"],"is_corresponding":true,"raw_author_name":"Lloy Pinedo","raw_affiliation_strings":["Grupo de Investigaci\u00f3n Transformaci\u00f3n Digital Empresarial, Facultad de Ingenier\u00eda y Negocios, Universidad Privada Norbert Wiener, Lima, Peru"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Grupo de Investigaci\u00f3n Transformaci\u00f3n Digital Empresarial, Facultad de Ingenier\u00eda y Negocios, Universidad Privada Norbert Wiener, Lima, Peru","institution_ids":["https://openalex.org/I4210136908"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079358330","display_name":"Franz Jhonn Vargas Guzm\u00e1n","orcid":"https://orcid.org/0000-0002-1396-5229","observed_orcids":["https://orcid.org/0000-0002-1396-5229"]},"institutions":[{"id":"https://openalex.org/I4387152943","display_name":"Universidad Nacional Aut\u00f3noma de Alto Amazonas","ror":"https://ror.org/0180xa122","country_code":"PE","type":"education","lineage":["https://openalex.org/I4387152943"]}],"countries":["PE"],"is_corresponding":false,"raw_author_name":"Franz Vargas","raw_affiliation_strings":["Grupo de Investigaci\u00f3n Innovaci\u00f3n Tur\u00edstica y Comercio Exterior, Facultad de Ciencias Econ\u00f3micas, Administrativas y Contables, Universidad Nacional Aut\u00f3noma de Alto Amazonas, Yurimaguas, Peru"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Grupo de Investigaci\u00f3n Innovaci\u00f3n Tur\u00edstica y Comercio Exterior, Facultad de Ciencias Econ\u00f3micas, Administrativas y Contables, Universidad Nacional Aut\u00f3noma de Alto Amazonas, Yurimaguas, Peru","institution_ids":["https://openalex.org/I4387152943"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058540910","display_name":"Karla Martell-Alfaro","orcid":"https://orcid.org/0000-0002-4416-8740","observed_orcids":["https://orcid.org/0000-0002-4416-8740"]},"institutions":[{"id":"https://openalex.org/I4387152943","display_name":"Universidad Nacional Aut\u00f3noma de Alto Amazonas","ror":"https://ror.org/0180xa122","country_code":"PE","type":"education","lineage":["https://openalex.org/I4387152943"]}],"countries":["PE"],"is_corresponding":false,"raw_author_name":"Karla Martell","raw_affiliation_strings":["Grupo de Investigaci\u00f3n Innovaci\u00f3n Tur\u00edstica y Comercio Exterior, Facultad de Ciencias Econ\u00f3micas, Administrativas y Contables, Universidad Nacional Aut\u00f3noma de Alto Amazonas, Yurimaguas, Peru"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Grupo de Investigaci\u00f3n Innovaci\u00f3n Tur\u00edstica y Comercio Exterior, Facultad de Ciencias Econ\u00f3micas, Administrativas y Contables, Universidad Nacional Aut\u00f3noma de Alto Amazonas, Yurimaguas, Peru","institution_ids":["https://openalex.org/I4387152943"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090537213","display_name":"Jose Gabriel Seijas-D\u00edaz","orcid":"https://orcid.org/0000-0002-7542-2254","observed_orcids":["https://orcid.org/0000-0002-7542-2254"]},"institutions":[{"id":"https://openalex.org/I4387152943","display_name":"Universidad Nacional Aut\u00f3noma de Alto Amazonas","ror":"https://ror.org/0180xa122","country_code":"PE","type":"education","lineage":["https://openalex.org/I4387152943"]}],"countries":["PE"],"is_corresponding":false,"raw_author_name":"Jos\u00e9 Seijas-D\u00edaz","raw_affiliation_strings":["Grupo de Investigaci\u00f3n Innovaci\u00f3n Tur\u00edstica y Comercio Exterior, Facultad de Ciencias Econ\u00f3micas, Administrativas y Contables, Universidad Nacional Aut\u00f3noma de Alto Amazonas, Yurimaguas, Peru"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Grupo de Investigaci\u00f3n Innovaci\u00f3n Tur\u00edstica y Comercio Exterior, Facultad de Ciencias Econ\u00f3micas, Administrativas y Contables, Universidad Nacional Aut\u00f3noma de Alto Amazonas, Yurimaguas, Peru","institution_ids":["https://openalex.org/I4387152943"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070050096","display_name":"Roger Ricardo Rengifo-Amasif\u00e9n","orcid":"https://orcid.org/0000-0003-0579-6928","observed_orcids":["https://orcid.org/0000-0003-0579-6928"]},"institutions":[{"id":"https://openalex.org/I4387152943","display_name":"Universidad Nacional Aut\u00f3noma de Alto Amazonas","ror":"https://ror.org/0180xa122","country_code":"PE","type":"education","lineage":["https://openalex.org/I4387152943"]}],"countries":["PE"],"is_corresponding":false,"raw_author_name":"Roger Rengifo-Amasifen","raw_affiliation_strings":["Grupo de Investigaci\u00f3n Innovaci\u00f3n Tur\u00edstica y Comercio Exterior, Facultad de Ciencias Econ\u00f3micas, Administrativas y Contables, Universidad Nacional Aut\u00f3noma de Alto Amazonas, Yurimaguas, Peru"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Grupo de Investigaci\u00f3n Innovaci\u00f3n Tur\u00edstica y Comercio Exterior, Facultad de Ciencias Econ\u00f3micas, Administrativas y Contables, Universidad Nacional Aut\u00f3noma de Alto Amazonas, Yurimaguas, Peru","institution_ids":["https://openalex.org/I4387152943"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037320495","display_name":"Rosa Elena Cueto Orbe","orcid":"https://orcid.org/0000-0003-0563-3176","observed_orcids":["https://orcid.org/0000-0003-0563-3176"]},"institutions":[{"id":"https://openalex.org/I4387152943","display_name":"Universidad Nacional Aut\u00f3noma de Alto Amazonas","ror":"https://ror.org/0180xa122","country_code":"PE","type":"education","lineage":["https://openalex.org/I4387152943"]}],"countries":["PE"],"is_corresponding":false,"raw_author_name":"Rosa Cueto-Orbe","raw_affiliation_strings":["Grupo de Investigaci\u00f3n Innovaci\u00f3n Tur\u00edstica y Comercio Exterior, Facultad de Ciencias Econ\u00f3micas, Administrativas y Contables, Universidad Nacional Aut\u00f3noma de Alto Amazonas, Yurimaguas, Peru"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Grupo de Investigaci\u00f3n Innovaci\u00f3n Tur\u00edstica y Comercio Exterior, Facultad de Ciencias Econ\u00f3micas, Administrativas y Contables, Universidad Nacional Aut\u00f3noma de Alto Amazonas, Yurimaguas, Peru","institution_ids":["https://openalex.org/I4387152943"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5014544915","display_name":"Mg. Cinthya Torres Silva","orcid":"https://orcid.org/0000-0002-8543-6975","observed_orcids":["https://orcid.org/0000-0002-8543-6975"]},"institutions":[{"id":"https://openalex.org/I4210127410","display_name":"Universidad Nacional de San Mart\u00edn","ror":"https://ror.org/02h7fsz12","country_code":"PE","type":"education","lineage":["https://openalex.org/I4210127410"]}],"countries":["PE"],"is_corresponding":false,"raw_author_name":"Cinthya Torres-Silva","raw_affiliation_strings":["Grupo de Investigaci\u00f3n Gesti\u00f3n ATEC, Facultad de Ciencias Econ\u00f3micas, Universidad Nacional de San Mart\u00edn, Tarapoto, Peru"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Grupo de Investigaci\u00f3n Gesti\u00f3n ATEC, Facultad de Ciencias Econ\u00f3micas, Universidad Nacional de San Mart\u00edn, Tarapoto, Peru","institution_ids":["https://openalex.org/I4210127410"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5037922686"],"corresponding_institution_ids":["https://openalex.org/I4210136908"],"apc_list":{"value":1950,"currency":"CHF","value_usd":2353},"apc_paid":{"value":1950,"currency":"CHF","value_usd":2353},"fwci":9.2628,"has_fulltext":true,"cited_by_count":12,"citation_normalized_percentile":{"value":0.97677378,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":99},"biblio":{"volume":"8","issue":null,"first_page":"1632415","last_page":"1632415"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10055","display_name":"Diverse Aspects of Tourism Research","score":0.8144999742507935,"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":0.8144999742507935,"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/T13373","display_name":"Data Mining and Machine Learning Applications","score":0.07720000296831131,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T12384","display_name":"Customer churn and segmentation","score":0.026900000870227814,"subfield":{"id":"https://openalex.org/subfields/1406","display_name":"Marketing"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/tourist-segmentation","display_name":"tourist segmentation","score":0.8809999823570251},{"id":"https://openalex.org/keywords/visitor-profiling","display_name":"visitor profiling","score":0.8299999833106995},{"id":"https://openalex.org/keywords/tourist-destination-management","display_name":"destination management","score":0.6060000061988831},{"id":"https://openalex.org/keywords/alto-amazonas","display_name":"Alto Amazonas","score":0.9229999780654907},{"id":"https://openalex.org/keywords/agglomerative-hierarchical-clustering","display_name":"agglomerative clustering","score":0.75},{"id":"https://openalex.org/keywords/k-means-clustering","display_name":"K-means clustering","score":0.8119999766349792},{"id":"https://openalex.org/keywords/dbscan","display_name":"DBSCAN","score":0.972000002861023},{"id":"https://openalex.org/keywords/hdbscan","display_name":"HDBSCAN","score":0.9909999966621399},{"id":"https://openalex.org/keywords/destination-competitiveness","display_name":"destination competitiveness","score":0.7080000042915344},{"id":"https://openalex.org/keywords/visitor-satisfaction","display_name":"visitor satisfaction","score":0.6320000290870667},{"id":"https://openalex.org/keywords/emerging-tourist-destinations","display_name":"emerging tourist destinations","score":0.5759999752044678}],"concepts":[{"id":"https://openalex.org/C18918823","wikidata":"https://www.wikidata.org/wiki/Q49389","display_name":"Tourism","level":2,"score":0.7146661281585693},{"id":"https://openalex.org/C48947383","wikidata":"https://www.wikidata.org/wiki/Q830719","display_name":"Visitor pattern","level":2,"score":0.6829535961151123},{"id":"https://openalex.org/C125308379","wikidata":"https://www.wikidata.org/wiki/Q363057","display_name":"Market segmentation","level":2,"score":0.6326723098754883},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5950461030006409},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.5836722254753113},{"id":"https://openalex.org/C187191949","wikidata":"https://www.wikidata.org/wiki/Q1138496","display_name":"Profiling (computer programming)","level":2,"score":0.5544921159744263},{"id":"https://openalex.org/C92835128","wikidata":"https://www.wikidata.org/wiki/Q1277447","display_name":"Hierarchical clustering","level":3,"score":0.47769930958747864},{"id":"https://openalex.org/C70518039","wikidata":"https://www.wikidata.org/wiki/Q16000077","display_name":"Dimensionality reduction","level":2,"score":0.46760740876197815},{"id":"https://openalex.org/C2776687071","wikidata":"https://www.wikidata.org/wiki/Q5265193","display_name":"Destinations","level":3,"score":0.4199889600276947},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4175518751144409},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.41227987408638},{"id":"https://openalex.org/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"score":0.40159592032432556},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.39353227615356445},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.38414835929870605},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.2894148826599121},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.27781403064727783},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.3389/frai.2025.1632415","doi":"https://doi.org/10.3389/frai.2025.1632415","is_oa":true,"landing_page_url":"https://doi.org/10.3389/frai.2025.1632415","pdf_url":"https://www.frontiersin.org/journals/artificial-intelligence/articles/10.3389/frai.2025.1632415/pdf","source":{"id":"https://openalex.org/S4210197006","display_name":"Frontiers in Artificial Intelligence","issn_l":"2624-8212","issn":["2624-8212"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","doaj","jufo-1","ki-jl-1","norway-1","poland-20","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence","raw_type":"journal-article"},{"id":"pmid:40832675","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40832675","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in artificial intelligence","raw_type":"Journal Article"},{"id":"pmh:oai:pubmedcentral.nih.gov:12358427","doi":null,"is_oa":true,"landing_page_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC12358427/","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Front Artif Intell","raw_type":"Text"},{"id":"pmh:oai:doaj.org/article:5f86c03caee042bba0e207dcdb79131a","doi":null,"is_oa":true,"landing_page_url":"https://doaj.org/article/5f86c03caee042bba0e207dcdb79131a","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Frontiers in Artificial Intelligence, Vol 8 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3389/frai.2025.1632415","doi":"https://doi.org/10.3389/frai.2025.1632415","is_oa":true,"landing_page_url":"https://doi.org/10.3389/frai.2025.1632415","pdf_url":"https://www.frontiersin.org/journals/artificial-intelligence/articles/10.3389/frai.2025.1632415/pdf","source":{"id":"https://openalex.org/S4210197006","display_name":"Frontiers in Artificial Intelligence","issn_l":"2624-8212","issn":["2624-8212"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","doaj","jufo-1","ki-jl-1","norway-1","poland-20","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9","score":0.5378999710083008}],"study_designs":[{"display_name":"Observational Study","id":"https://openalex.org/study-designs/observational-study"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4412883239.pdf","grobid_xml":"https://content.openalex.org/works/W4412883239.grobid-xml"},"referenced_works_count":68,"referenced_works":["https://openalex.org/W1528741131","https://openalex.org/W1540257454","https://openalex.org/W1987971958","https://openalex.org/W2042500197","https://openalex.org/W2085487226","https://openalex.org/W2319647657","https://openalex.org/W2335864398","https://openalex.org/W2890559902","https://openalex.org/W2941584439","https://openalex.org/W3001149645","https://openalex.org/W3018768295","https://openalex.org/W3034428889","https://openalex.org/W3111987638","https://openalex.org/W3118831759","https://openalex.org/W3128821069","https://openalex.org/W3131050080","https://openalex.org/W3132379765","https://openalex.org/W3135203482","https://openalex.org/W3138422654","https://openalex.org/W3139237013","https://openalex.org/W3146157593","https://openalex.org/W3162921043","https://openalex.org/W3175583000","https://openalex.org/W3177296373","https://openalex.org/W3181142654","https://openalex.org/W3185378176","https://openalex.org/W3188021836","https://openalex.org/W3201888060","https://openalex.org/W3217748543","https://openalex.org/W4205319043","https://openalex.org/W4210282038","https://openalex.org/W4211032605","https://openalex.org/W4223909469","https://openalex.org/W4283701602","https://openalex.org/W4285198410","https://openalex.org/W4295884863","https://openalex.org/W4309284738","https://openalex.org/W4310344228","https://openalex.org/W4312192013","https://openalex.org/W4312565213","https://openalex.org/W4313567941","https://openalex.org/W4313816407","https://openalex.org/W4316670312","https://openalex.org/W4321598558","https://openalex.org/W4321781343","https://openalex.org/W4366150862","https://openalex.org/W4377094909","https://openalex.org/W4385986345","https://openalex.org/W4387052976","https://openalex.org/W4387320052","https://openalex.org/W4387353116","https://openalex.org/W4387754627","https://openalex.org/W4390940666","https://openalex.org/W4391105193","https://openalex.org/W4391230368","https://openalex.org/W4391341903","https://openalex.org/W4391364741","https://openalex.org/W4396977827","https://openalex.org/W4399471716","https://openalex.org/W4400325517","https://openalex.org/W4400389601","https://openalex.org/W4401351608","https://openalex.org/W4401478760","https://openalex.org/W4402968831","https://openalex.org/W4405791520","https://openalex.org/W4406165736","https://openalex.org/W4407731746","https://openalex.org/W6790290938"],"related_works":["https://openalex.org/W7212956695","https://openalex.org/W7222942814","https://openalex.org/W7105084115","https://openalex.org/W7045307308","https://openalex.org/W4379144006","https://openalex.org/W4413774964","https://openalex.org/W7134955124","https://openalex.org/W4406738185","https://openalex.org/W7128569232","https://openalex.org/W4394784956"],"abstract_inverted_index":{"Tourism":[0],"in":[1,30,98,164],"Peru":[2],"represents":[3],"an":[4],"opportunity":[5],"for":[6,43,54,83,103,116,139],"local":[7],"development;":[8],"however,":[9],"there":[10],"is":[11],"limited":[12],"understanding":[13],"of":[14,19,106,119,133,150,160,180],"visitor":[15,109,185],"profiles.":[16,110],"The":[17,48,64,86,157],"aim":[18],"this":[20,161],"study":[21,129,162],"was":[22],"to":[23,32,61,172,177],"characterize":[24],"tourists":[25],"using":[26,68],"machine":[27,134],"learning":[28,135],"techniques":[29],"order":[31],"identify":[33],"distinct":[34,108],"segments":[35,112],"that":[36,89,145,168],"can":[37,146],"inform":[38],"planning":[39],"and":[40,75,122,175,187],"promotional":[41],"strategies":[42],"the":[44,51,69,90,95,104,117,128,131,148,178,189],"Alto":[45,155],"Amazonas":[46],"destination.":[47],"research":[49],"followed":[50],"CRISP-DM":[52],"methodology":[53],"data":[55,65],"analysis,":[56],"based":[57],"on":[58],"surveys":[59],"administered":[60],"882":[62],"visitors.":[63],"were":[66],"processed":[67],"clustering":[70],"algorithms":[71],"K-Means,":[72],"DBSCAN,":[73],"HDBSCAN,":[74],"Agglomerative,":[76],"with":[77],"Principal":[78],"Component":[79],"Analysis":[80],"applied":[81],"beforehand":[82],"dimensionality":[84],"reduction.":[85],"results":[87],"showed":[88],"Agglomerative":[91],"Clustering":[92],"model":[93],"achieved":[94],"best":[96],"performance":[97],"internal":[99],"validation":[100],"metrics,":[101],"allowing":[102],"identification":[105],"five":[107],"These":[111],"provide":[113],"valuable":[114],"insights":[115],"design":[118],"more":[120],"inclusive":[121],"personalized":[123],"tourism":[124,140],"products.":[125],"In":[126],"conclusion,":[127],"demonstrates":[130],"value":[132],"as":[136,154],"a":[137],"tool":[138],"segmentation,":[141],"offering":[142],"empirical":[143],"evidence":[144],"strengthen":[147],"management":[149],"emerging":[151],"destinations":[152],"such":[153],"Amazonas.":[156],"practical":[158],"contribution":[159],"lies":[163],"providing":[165],"strategic":[166],"information":[167],"enables":[169],"destination":[170],"managers":[171],"tailor":[173],"services":[174],"experiences":[176],"characteristics":[179],"each":[181],"segment,":[182],"thereby":[183],"optimizing":[184],"satisfaction":[186],"strengthening":[188],"destination's":[190],"competitiveness.":[191]},"counts_by_year":[{"year":2026,"cited_by_count":9},{"year":2025,"cited_by_count":3}],"updated_date":"2026-11-10T11:39:43.021295","created_date":"2025-10-10T00:00:00"}
