{"id":"https://openalex.org/W4401067447","doi":"https://doi.org/10.1145/3670105.3670137","title":"Prediction of tourist flow in scenic spots based on network attention: A case study of SiGuNiang Mountain Scenic Area","display_name":"Prediction of tourist flow in scenic spots based on network attention: A case study of SiGuNiang Mountain Scenic Area","publication_year":2024,"publication_date":"2024-05-24","ids":{"openalex":"https://openalex.org/W4401067447","doi":"https://doi.org/10.1145/3670105.3670137"},"language":"en","primary_location":{"id":"doi:10.1145/3670105.3670137","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3670105.3670137","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2024 5th International Conference on Computing, Networks and Internet of Things","raw_type":"proceedings-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":"https://openalex.org/A5074912942","display_name":"Hailan Wang","orcid":"https://orcid.org/0009-0000-1155-156X"},"institutions":[{"id":"https://openalex.org/I4392738314","display_name":"Guilin Tourism University","ror":"https://ror.org/013a79z51","country_code":null,"type":"education","lineage":["https://openalex.org/I4392738314"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Hailan Wang","raw_affiliation_strings":["Guilin Tourism University, China and \rGuang xi Key Laboratory of Culture and Tourism Smart Technology, China"],"raw_orcid":"https://orcid.org/0009-0000-1155-156X","affiliations":[{"raw_affiliation_string":"Guilin Tourism University, China and \rGuang xi Key Laboratory of Culture and Tourism Smart Technology, China","institution_ids":["https://openalex.org/I4392738314"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052713345","display_name":"Yiyi Jiang","orcid":"https://orcid.org/0009-0009-5188-8517"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yiyi Jiang","raw_affiliation_strings":["Guilin Institute of Information Technology, China"],"raw_orcid":"https://orcid.org/0009-0009-5188-8517","affiliations":[{"raw_affiliation_string":"Guilin Institute of Information Technology, China","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5044445497","display_name":"Huiwei Su","orcid":"https://orcid.org/0000-0003-4404-602X"},"institutions":[{"id":"https://openalex.org/I4392738314","display_name":"Guilin Tourism University","ror":"https://ror.org/013a79z51","country_code":null,"type":"education","lineage":["https://openalex.org/I4392738314"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Huiwei Su","raw_affiliation_strings":["Guilin Tourism University, China and \rGuang xi Key Laboratory of Culture and Tourism Smart Technology, China"],"raw_orcid":"https://orcid.org/0000-0003-4404-602X","affiliations":[{"raw_affiliation_string":"Guilin Tourism University, China and \rGuang xi Key Laboratory of Culture and Tourism Smart Technology, China","institution_ids":["https://openalex.org/I4392738314"]}]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5074912942"],"corresponding_institution_ids":["https://openalex.org/I4392738314"],"apc_list":null,"apc_paid":null,"fwci":3.1651,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.92108336,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"192","last_page":"197"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10055","display_name":"Diverse Aspects of Tourism Research","score":0.9801999926567078,"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":0.9801999926567078,"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/T13955","display_name":"Evaluation Methods in Various Fields","score":0.9466000199317932,"subfield":{"id":"https://openalex.org/subfields/2302","display_name":"Ecological Modeling"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/tourism","display_name":"Tourism","score":0.7752156257629395},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.574443519115448},{"id":"https://openalex.org/keywords/flow","display_name":"Flow (mathematics)","score":0.4869064390659332},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.3184553384780884},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.0638173520565033}],"concepts":[{"id":"https://openalex.org/C18918823","wikidata":"https://www.wikidata.org/wiki/Q49389","display_name":"Tourism","level":2,"score":0.7752156257629395},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.574443519115448},{"id":"https://openalex.org/C38349280","wikidata":"https://www.wikidata.org/wiki/Q1434290","display_name":"Flow (mathematics)","level":2,"score":0.4869064390659332},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.3184553384780884},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0638173520565033},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3670105.3670137","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3670105.3670137","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2024 5th International Conference on Computing, Networks and Internet of Things","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":6,"referenced_works":["https://openalex.org/W2939264787","https://openalex.org/W2970748772","https://openalex.org/W4242478127","https://openalex.org/W4322500317","https://openalex.org/W4362635345","https://openalex.org/W4389960409"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2391061603","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2386798499","https://openalex.org/W2376932109"],"abstract_inverted_index":{"The":[0],"urgent":[1,78],"need":[2],"of":[3,36,41,47,58,64,86,96,108,134,138,144,160,220,226,235,251,261,269],"people":[4,15],"for":[5,246],"a":[6,24,38,118,174],"better":[7],"life":[8],"in":[9,33,73,89,148,214,249],"the":[10,30,34,49,56,61,65,93,97,104,113,132,142,156,168,210,218,221,224,232,236,247,259,267],"new":[11],"era":[12],"has":[13],"prompted":[14],"to":[16,19,29,54,81,130,256],"get":[17],"closer":[18],"nature,":[20],"and":[21,68,79,91,116,154,189,231,264,276],"tourism":[22,275],"is":[23,76,229,239,244],"beautiful":[25],"form.":[26],"In":[27,52],"response":[28],"sudden":[31],"increase":[32],"number":[35,40,57],"tourists,":[37],"large":[39],"scenic":[42,66,98,110,119,161,252],"spots":[43,111,253],"have":[44],"experienced":[45],"incidents":[46,72],"exceeding":[48,60],"reception":[50,62],"capacity.":[51],"order":[53],"avoid":[55,258],"tourists":[59,255],"capacity":[63],"spot":[67,120,162],"prevent":[69],"public":[70],"safety":[71],"time,":[74],"it":[75],"particularly":[77],"important":[80],"carry":[82],"out":[83,196],"early":[84],"warning":[85],"traveler":[87,105,121],"flow":[88,106,122,136,164,271],"time":[90],"promote":[92],"sustainable":[94],"development":[95],"spot.":[99],"Therefore,":[100],"this":[101,215],"paper":[102,216],"takes":[103],"prediction":[107,123,137,158,177,222,237],"tourist":[109,135,139,270],"as":[112,203],"research":[114],"object,":[115],"proposes":[117],"model":[124,178,185,238],"based":[125,179],"on":[126,180],"network":[127,176,184,211],"attention,":[128],"aiming":[129],"improve":[131,266],"accuracy":[133,219,234],"attractions.":[140],"Firstly,":[141],"data":[143],"user":[145,169],"search":[146,150,170],"behavior":[147,171],"Baidu":[149],"engine":[151],"were":[152],"crawled,":[153],"then":[155,265],"indicative":[157],"index":[159],"visitor":[163],"was":[165,187,194],"extracted":[166,213],"from":[167],"data,":[172],"secondly,":[173],"neural":[175],"long":[181],"short-term":[182],"memory":[183],"(LSTM)":[186],"constructed,":[188],"finally,":[190],"an":[191,204],"empirical":[192],"study":[193,243],"carried":[195],"by":[197,241,272],"taking":[198],"SiGuNiang":[199],"Mountain":[200],"Scenic":[201],"Area":[202],"example.":[205],"Experimental":[206],"results":[207],"show":[208],"that":[209],"attention":[212],"improves":[217],"model,":[223],"coefficient":[225],"determination":[227],"R2":[228],"0.935,":[230],"fitting":[233],"increased":[240],"11.66%.This":[242],"helpful":[245],"person":[248],"charge":[250],"or":[254],"effectively":[257],"peak":[260],"crowd":[262],"flow,":[263],"perception":[268],"government":[273],"agencies,":[274],"hotel":[277],"industry.":[278]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2}],"updated_date":"2026-05-07T13:39:58.223016","created_date":"2025-10-10T00:00:00"}