{"id":"https://openalex.org/W7134923432","doi":"https://doi.org/10.1007/s41060-026-01074-0","title":"A two-layer multivariate decomposition framework for spatiotemporal tourism demand forecasting based on Internet search and city synergy factors","display_name":"A two-layer multivariate decomposition framework for spatiotemporal tourism demand forecasting based on Internet search and city synergy factors","publication_year":2026,"publication_date":"2026-03-10","ids":{"openalex":"https://openalex.org/W7134923432","doi":"https://doi.org/10.1007/s41060-026-01074-0"},"language":"en","primary_location":{"id":"doi:10.1007/s41060-026-01074-0","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s41060-026-01074-0","pdf_url":null,"source":{"id":"https://openalex.org/S4210195017","display_name":"International Journal of Data Science and Analytics","issn_l":"2364-415X","issn":["2364-415X","2364-4168"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319972","host_organization_name":"Springer International Publishing","host_organization_lineage":["https://openalex.org/P4310319972","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer International Publishing","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Data Science and Analytics","raw_type":"journal-article"},"type":"article","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":null,"display_name":"Haina Zhang","orcid":null},"institutions":[{"id":"https://openalex.org/I3133134087","display_name":"Lanzhou Jiaotong University","ror":"https://ror.org/03144pv92","country_code":"CN","type":"education","lineage":["https://openalex.org/I3133134087"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haina Zhang","raw_affiliation_strings":["School of Traffic and Transportation, Lanzhou Jiaotong University, Lanzhou, 730070, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Traffic and Transportation, Lanzhou Jiaotong University, Lanzhou, 730070, China","institution_ids":["https://openalex.org/I3133134087"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Wenzheng Liu","orcid":null},"institutions":[{"id":"https://openalex.org/I3133134087","display_name":"Lanzhou Jiaotong University","ror":"https://ror.org/03144pv92","country_code":"CN","type":"education","lineage":["https://openalex.org/I3133134087"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Wenzheng Liu","raw_affiliation_strings":["School of Traffic and Transportation, Lanzhou Jiaotong University, Lanzhou, 730070, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Traffic and Transportation, Lanzhou Jiaotong University, Lanzhou, 730070, China","institution_ids":["https://openalex.org/I3133134087"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5128775355","display_name":"Jie Shi","orcid":null},"institutions":[{"id":"https://openalex.org/I4210095902","display_name":"China Railway Shanghai Design Institute Group (China)","ror":"https://ror.org/00rhvvr45","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210095902"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jie Shi","raw_affiliation_strings":["Lanzhou Railway Logistics Center, Lanzhou Railway Group Co., Ltd., Lanzhou, 730070, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Lanzhou Railway Logistics Center, Lanzhou Railway Group Co., Ltd., Lanzhou, 730070, China","institution_ids":["https://openalex.org/I4210095902"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100340786","display_name":"Hongtao Li","orcid":"https://orcid.org/0000-0003-0883-7895"},"institutions":[{"id":"https://openalex.org/I3133134087","display_name":"Lanzhou Jiaotong University","ror":"https://ror.org/03144pv92","country_code":"CN","type":"education","lineage":["https://openalex.org/I3133134087"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hongtao Li","raw_affiliation_strings":["Key Laboratory of Railway Industry on Plateau Railway Transportation Intelligent Management and Control, Lanzhou, 730070, China","School of Traffic and Transportation, Lanzhou Jiaotong University, Lanzhou, 730070, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Key Laboratory of Railway Industry on Plateau Railway Transportation Intelligent Management and Control, Lanzhou, 730070, China","institution_ids":[]},{"raw_affiliation_string":"School of Traffic and Transportation, Lanzhou Jiaotong University, Lanzhou, 730070, China","institution_ids":["https://openalex.org/I3133134087"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5018633751","display_name":"Shaolong Sun","orcid":"https://orcid.org/0000-0002-3196-1459"},"institutions":[{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shaolong Sun","raw_affiliation_strings":["School of Management, Xi\u2019an Jiaotong University, Xi\u2019an, 710049, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Management, Xi\u2019an Jiaotong University, Xi\u2019an, 710049, China","institution_ids":["https://openalex.org/I87445476"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I3133134087"],"apc_list":{"value":2990,"currency":"USD","value_usd":2990},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.20213468,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"22","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10055","display_name":"Diverse Aspects of Tourism Research","score":0.911300003528595,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"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":0.911300003528595,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"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/T10609","display_name":"Digital Marketing and Social Media","score":0.01850000023841858,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"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/T11980","display_name":"Human Mobility and Location-Based Analysis","score":0.014499999582767487,"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/tourism","display_name":"Tourism","score":0.7547000050544739},{"id":"https://openalex.org/keywords/multivariate-statistics","display_name":"Multivariate statistics","score":0.7430999875068665},{"id":"https://openalex.org/keywords/decomposition","display_name":"Decomposition","score":0.5644999742507935},{"id":"https://openalex.org/keywords/baseline","display_name":"Baseline (sea)","score":0.4528000056743622},{"id":"https://openalex.org/keywords/resource","display_name":"Resource (disambiguation)","score":0.4481000006198883},{"id":"https://openalex.org/keywords/mode","display_name":"Mode (computer interface)","score":0.4343000054359436},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.4334000051021576},{"id":"https://openalex.org/keywords/multivariate-analysis","display_name":"Multivariate analysis","score":0.41260001063346863}],"concepts":[{"id":"https://openalex.org/C18918823","wikidata":"https://www.wikidata.org/wiki/Q49389","display_name":"Tourism","level":2,"score":0.7547000050544739},{"id":"https://openalex.org/C161584116","wikidata":"https://www.wikidata.org/wiki/Q1952580","display_name":"Multivariate statistics","level":2,"score":0.7430999875068665},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6306999921798706},{"id":"https://openalex.org/C124681953","wikidata":"https://www.wikidata.org/wiki/Q339062","display_name":"Decomposition","level":2,"score":0.5644999742507935},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.5008999705314636},{"id":"https://openalex.org/C12725497","wikidata":"https://www.wikidata.org/wiki/Q810247","display_name":"Baseline (sea)","level":2,"score":0.4528000056743622},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.4481000006198883},{"id":"https://openalex.org/C48677424","wikidata":"https://www.wikidata.org/wiki/Q6888088","display_name":"Mode (computer interface)","level":2,"score":0.4343000054359436},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.4334000051021576},{"id":"https://openalex.org/C38180746","wikidata":"https://www.wikidata.org/wiki/Q1952580","display_name":"Multivariate analysis","level":2,"score":0.41260001063346863},{"id":"https://openalex.org/C120936955","wikidata":"https://www.wikidata.org/wiki/Q2155640","display_name":"Empirical research","level":2,"score":0.3855000138282776},{"id":"https://openalex.org/C149782125","wikidata":"https://www.wikidata.org/wiki/Q160039","display_name":"Econometrics","level":1,"score":0.3749000132083893},{"id":"https://openalex.org/C151406439","wikidata":"https://www.wikidata.org/wiki/Q186588","display_name":"Time series","level":2,"score":0.32350000739097595},{"id":"https://openalex.org/C193809577","wikidata":"https://www.wikidata.org/wiki/Q3409300","display_name":"Demand forecasting","level":2,"score":0.31290000677108765},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.3057999908924103},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.304500013589859},{"id":"https://openalex.org/C189705334","wikidata":"https://www.wikidata.org/wiki/Q15816013","display_name":"Hospitality management studies","level":3,"score":0.2750999927520752},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.2750000059604645},{"id":"https://openalex.org/C25570617","wikidata":"https://www.wikidata.org/wiki/Q1006462","display_name":"Hilbert\u2013Huang transform","level":3,"score":0.2727999985218048},{"id":"https://openalex.org/C75291252","wikidata":"https://www.wikidata.org/wiki/Q1315756","display_name":"TRACE (psycholinguistics)","level":2,"score":0.26809999346733093},{"id":"https://openalex.org/C45804977","wikidata":"https://www.wikidata.org/wiki/Q7239673","display_name":"Predictive modelling","level":2,"score":0.26339998841285706},{"id":"https://openalex.org/C2778258933","wikidata":"https://www.wikidata.org/wiki/Q16918986","display_name":"Decomposition method (queueing theory)","level":2,"score":0.26260000467300415},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.26109999418258667},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.2524999976158142}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s41060-026-01074-0","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s41060-026-01074-0","pdf_url":null,"source":{"id":"https://openalex.org/S4210195017","display_name":"International Journal of Data Science and Analytics","issn_l":"2364-415X","issn":["2364-415X","2364-4168"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319972","host_organization_name":"Springer International Publishing","host_organization_lineage":["https://openalex.org/P4310319972","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer International Publishing","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Data Science and Analytics","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/8","display_name":"Decent work and economic growth","score":0.6960035562515259}],"awards":[{"id":"https://openalex.org/G2134548936","display_name":null,"funder_award_id":"24JRRA847","funder_id":"https://openalex.org/F4320336616","funder_display_name":"Science and Technology Program of Gansu Province"},{"id":"https://openalex.org/G3180822208","display_name":null,"funder_award_id":"1200061320","funder_id":"https://openalex.org/F4320335475","funder_display_name":"Youth Science Foundation of Lanzhou Jiaotong University"},{"id":"https://openalex.org/G839496353","display_name":null,"funder_award_id":"72161022","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320335475","display_name":"Youth Science Foundation of Lanzhou Jiaotong University","ror":null},{"id":"https://openalex.org/F4320336616","display_name":"Science and Technology Program of Gansu Province","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":53,"referenced_works":["https://openalex.org/W2025986292","https://openalex.org/W2123563890","https://openalex.org/W2164104048","https://openalex.org/W2340935129","https://openalex.org/W2551302609","https://openalex.org/W2577365520","https://openalex.org/W2585667993","https://openalex.org/W2623776817","https://openalex.org/W2774914982","https://openalex.org/W2902021342","https://openalex.org/W2907651231","https://openalex.org/W2913175090","https://openalex.org/W2919979744","https://openalex.org/W2939264787","https://openalex.org/W2944131464","https://openalex.org/W2958872067","https://openalex.org/W2990778532","https://openalex.org/W2993426684","https://openalex.org/W3008931938","https://openalex.org/W3010745523","https://openalex.org/W3025887518","https://openalex.org/W3035738233","https://openalex.org/W3094178485","https://openalex.org/W3113045178","https://openalex.org/W3119665391","https://openalex.org/W3136024684","https://openalex.org/W3158547118","https://openalex.org/W3166691928","https://openalex.org/W3175038072","https://openalex.org/W3178278961","https://openalex.org/W3196345400","https://openalex.org/W3206803911","https://openalex.org/W4206661700","https://openalex.org/W4221035209","https://openalex.org/W4289528755","https://openalex.org/W4291327732","https://openalex.org/W4366001272","https://openalex.org/W4368618559","https://openalex.org/W4382239356","https://openalex.org/W4386385274","https://openalex.org/W4387312683","https://openalex.org/W4387629792","https://openalex.org/W4388915555","https://openalex.org/W4390238471","https://openalex.org/W4393069674","https://openalex.org/W4401261670","https://openalex.org/W4402305905","https://openalex.org/W4403144746","https://openalex.org/W4404027263","https://openalex.org/W4404191785","https://openalex.org/W4406444819","https://openalex.org/W4406641321","https://openalex.org/W4409310020"],"related_works":[],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-07-29T09:40:50.615796","created_date":"2026-03-12T00:00:00"}
