{"id":"https://openalex.org/W7155529100","doi":"https://doi.org/10.3991/ijim.v20i08.61245","title":"An ML-Optimized Mobile Virtual Tourism Assistant with Adaptive Interaction and Cross-Cultural Performance Evaluation","display_name":"An ML-Optimized Mobile Virtual Tourism Assistant with Adaptive Interaction and Cross-Cultural Performance Evaluation","publication_year":2026,"publication_date":"2026-04-24","ids":{"openalex":"https://openalex.org/W7155529100","doi":"https://doi.org/10.3991/ijim.v20i08.61245"},"language":null,"primary_location":{"id":"doi:10.3991/ijim.v20i08.61245","is_oa":true,"landing_page_url":"https://doi.org/10.3991/ijim.v20i08.61245","pdf_url":"https://online-journals.org/index.php/i-jim/article/download/61245/17208","source":{"id":"https://openalex.org/S4210177413","display_name":"International Journal of Interactive Mobile Technologies (iJIM)","issn_l":"1865-7923","issn":["1865-7923"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310313744","host_organization_name":"kassel university press","host_organization_lineage":["https://openalex.org/P4310313744"],"host_organization_lineage_names":["kassel university press"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Interactive Mobile Technologies (iJIM)","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://online-journals.org/index.php/i-jim/article/download/61245/17208","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5134470840","display_name":"Xiaozhou Peng","orcid":null},"institutions":[{"id":"https://openalex.org/I916048824","display_name":"Hunan First Normal University","ror":"https://ror.org/00s9d1a36","country_code":"CN","type":"education","lineage":["https://openalex.org/I916048824"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaozhou Peng","raw_affiliation_strings":["Hunan First Normal University, Changsha, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hunan First Normal University, Changsha, China","institution_ids":["https://openalex.org/I916048824"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056337222","display_name":"Yuqin Huang","orcid":"https://orcid.org/0000-0003-0919-7631"},"institutions":[{"id":"https://openalex.org/I916048824","display_name":"Hunan First Normal University","ror":"https://ror.org/00s9d1a36","country_code":"CN","type":"education","lineage":["https://openalex.org/I916048824"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuqin Huang","raw_affiliation_strings":["Hunan First Normal University, Changsha, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hunan First Normal University, Changsha, China","institution_ids":["https://openalex.org/I916048824"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5134527782","display_name":"Lin Zhao","orcid":null},"institutions":[{"id":"https://openalex.org/I198357462","display_name":"Changsha University","ror":"https://ror.org/011d8sm39","country_code":"CN","type":"education","lineage":["https://openalex.org/I198357462"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lin Zhao","raw_affiliation_strings":["Changsha Intelligent Driving Institute, Changsha, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Changsha Intelligent Driving Institute, Changsha, China","institution_ids":["https://openalex.org/I198357462"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":260,"currency":"EUR","value_usd":280},"apc_paid":{"value":260,"currency":"EUR","value_usd":280},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.48093574,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"20","issue":"08","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12128","display_name":"AI in Service Interactions","score":0.48910000920295715,"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/T12128","display_name":"AI in Service Interactions","score":0.48910000920295715,"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/T12031","display_name":"Speech and dialogue systems","score":0.08659999817609787,"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/T10203","display_name":"Recommender Systems and Techniques","score":0.07599999755620956,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/personalization","display_name":"Personalization","score":0.6596999764442444},{"id":"https://openalex.org/keywords/mobile-computing","display_name":"Mobile computing","score":0.48350000381469727},{"id":"https://openalex.org/keywords/adaptability","display_name":"Adaptability","score":0.4697999954223633},{"id":"https://openalex.org/keywords/service","display_name":"Service (business)","score":0.42910000681877136},{"id":"https://openalex.org/keywords/resource","display_name":"Resource (disambiguation)","score":0.4205999970436096},{"id":"https://openalex.org/keywords/mobile-web","display_name":"Mobile Web","score":0.40849998593330383},{"id":"https://openalex.org/keywords/mobile-service","display_name":"Mobile service","score":0.38280001282691956},{"id":"https://openalex.org/keywords/mobile-technology","display_name":"Mobile technology","score":0.3684999942779541}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7422999739646912},{"id":"https://openalex.org/C183003079","wikidata":"https://www.wikidata.org/wiki/Q1000371","display_name":"Personalization","level":2,"score":0.6596999764442444},{"id":"https://openalex.org/C144543869","wikidata":"https://www.wikidata.org/wiki/Q2738570","display_name":"Mobile computing","level":2,"score":0.48350000381469727},{"id":"https://openalex.org/C177606310","wikidata":"https://www.wikidata.org/wiki/Q5674297","display_name":"Adaptability","level":2,"score":0.4697999954223633},{"id":"https://openalex.org/C2780378061","wikidata":"https://www.wikidata.org/wiki/Q25351891","display_name":"Service (business)","level":2,"score":0.42910000681877136},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.4205999970436096},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.41510000824928284},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.40880000591278076},{"id":"https://openalex.org/C516764902","wikidata":"https://www.wikidata.org/wiki/Q1043805","display_name":"Mobile Web","level":4,"score":0.40849998593330383},{"id":"https://openalex.org/C2780559388","wikidata":"https://www.wikidata.org/wiki/Q1247189","display_name":"Mobile service","level":3,"score":0.38280001282691956},{"id":"https://openalex.org/C60952562","wikidata":"https://www.wikidata.org/wiki/Q6887246","display_name":"Mobile technology","level":3,"score":0.3684999942779541},{"id":"https://openalex.org/C97023534","wikidata":"https://www.wikidata.org/wiki/Q6887067","display_name":"Mobile business development","level":5,"score":0.36800000071525574},{"id":"https://openalex.org/C186967261","wikidata":"https://www.wikidata.org/wiki/Q5082128","display_name":"Mobile device","level":2,"score":0.367900013923645},{"id":"https://openalex.org/C18918823","wikidata":"https://www.wikidata.org/wiki/Q49389","display_name":"Tourism","level":2,"score":0.357699990272522},{"id":"https://openalex.org/C95491727","wikidata":"https://www.wikidata.org/wiki/Q992968","display_name":"Mobile telephony","level":3,"score":0.34779998660087585},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.3447999954223633},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.3179999887943268},{"id":"https://openalex.org/C2776061582","wikidata":"https://www.wikidata.org/wiki/Q25325231","display_name":"Mobile edge computing","level":3,"score":0.30869999527931213},{"id":"https://openalex.org/C2777421447","wikidata":"https://www.wikidata.org/wiki/Q17517","display_name":"Mobile phone","level":2,"score":0.2953999936580658},{"id":"https://openalex.org/C188087704","wikidata":"https://www.wikidata.org/wiki/Q369577","display_name":"Standardization","level":2,"score":0.29420000314712524},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.2849999964237213},{"id":"https://openalex.org/C135641252","wikidata":"https://www.wikidata.org/wiki/Q738567","display_name":"Multimodal interaction","level":2,"score":0.27230000495910645},{"id":"https://openalex.org/C115121344","wikidata":"https://www.wikidata.org/wiki/Q6887140","display_name":"Mobile interaction","level":3,"score":0.2721000015735626},{"id":"https://openalex.org/C68595000","wikidata":"https://www.wikidata.org/wiki/Q2274177","display_name":"Service delivery framework","level":3,"score":0.26739999651908875}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.3991/ijim.v20i08.61245","is_oa":true,"landing_page_url":"https://doi.org/10.3991/ijim.v20i08.61245","pdf_url":"https://online-journals.org/index.php/i-jim/article/download/61245/17208","source":{"id":"https://openalex.org/S4210177413","display_name":"International Journal of Interactive Mobile Technologies (iJIM)","issn_l":"1865-7923","issn":["1865-7923"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310313744","host_organization_name":"kassel university press","host_organization_lineage":["https://openalex.org/P4310313744"],"host_organization_lineage_names":["kassel university press"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Interactive Mobile Technologies (iJIM)","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.3991/ijim.v20i08.61245","is_oa":true,"landing_page_url":"https://doi.org/10.3991/ijim.v20i08.61245","pdf_url":"https://online-journals.org/index.php/i-jim/article/download/61245/17208","source":{"id":"https://openalex.org/S4210177413","display_name":"International Journal of Interactive Mobile Technologies (iJIM)","issn_l":"1865-7923","issn":["1865-7923"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310313744","host_organization_name":"kassel university press","host_organization_lineage":["https://openalex.org/P4310313744"],"host_organization_lineage_names":["kassel university press"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Interactive Mobile Technologies (iJIM)","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.7159135937690735,"id":"https://metadata.un.org/sdg/8","display_name":"Decent work and economic growth"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7155529100.pdf","grobid_xml":"https://content.openalex.org/works/W7155529100.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"The":[0],"deep":[1,189],"integration":[2],"of":[3,209],"mobile":[4,15,47,54,96,164,180,193,211],"Internet":[5],"and":[6,32,40,43,69,82,90,127,146,195,202],"artificial":[7],"intelligence":[8],"(AI)":[9],"is":[10],"reshaping":[11],"tourism":[12,17,56,212],"services,":[13],"with":[14,141,163,179],"virtual":[16,55],"assistants":[18],"enhancing":[19],"travel":[20],"experiences.":[21],"However,":[22],"existing":[23],"systems":[24],"have":[25],"limitations":[26],"in":[27],"interaction":[28,68,110,191],"paradigms,":[29],"contextual":[30,128],"awareness,":[31],"cross-cultural":[33,70,136,154,197],"adaptability":[34],"while":[35],"struggling":[36],"to":[37,86,95,118,175],"balance":[38,176],"real-time":[39,172],"lightweight":[41,123],"performance":[42,71],"service":[44,120,155],"depth":[45],"on":[46,66,192],"platforms.":[48],"To":[49],"address":[50],"these":[51],"challenges,":[52],"a":[53,132,158,171],"assistant":[57],"optimized":[58],"by":[59],"machine":[60],"learning":[61],"(ML)":[62],"was":[63,112,139,168],"proposed,":[64],"focusing":[65],"adaptive":[67,109,147],"optimization.":[72],"A":[73],"three-layer":[74],"end\u2013to\u2013edge":[75],"collaborative":[76,107],"architecture\u2014comprising":[77],"data":[78],"perception,":[79],"intelligent":[80,210],"processing,":[81],"application":[83],"presentation\u2014was":[84],"constructed":[85],"accommodate":[87],"multimodal":[88,108],"inputs":[89],"the":[91,186,206],"resource":[92,181],"constraints":[93],"inherent":[94],"devices.":[97],"Three":[98],"core":[99],"technical":[100,200],"innovations":[101],"were":[102],"introduced.":[103],"First,":[104],"an":[105],"end-edge":[106],"mechanism":[111],"developed,":[113],"transitioning":[114],"from":[115],"passive":[116],"question-answering":[117],"proactive":[119],"delivery":[121],"through":[122],"hybrid":[124],"dialogue":[125],"management":[126],"prediction":[129],"algorithms.":[130],"Second,":[131],"device":[133],"behavior\u2013":[134],"driven":[135],"ML":[137],"model":[138,161],"established,":[140],"quantifiable":[142],"cultural":[143],"feature":[144],"vectors":[145],"interface":[148],"generation":[149],"logic":[150],"constructed,":[151],"supporting":[152],"dynamic":[153],"adaptation.":[156],"Third,":[157],"joint":[159],"optimization":[160],"integrated":[162],"edge":[165],"computing":[166],"(MEC)":[167],"designed,":[169],"incorporating":[170],"replanning":[173],"algorithm":[174],"itinerary":[177],"personalization":[178],"efficiency.":[182],"This":[183],"study":[184],"bridges":[185],"gap":[187],"between":[188],"personalized":[190],"platforms":[194],"systematic":[196],"evaluation,":[198],"providing":[199],"foundations":[201],"theoretical":[203],"insights":[204],"for":[205],"global":[207],"deployment":[208],"services.":[213]},"counts_by_year":[],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2026-04-25T00:00:00"}
