{"id":"https://openalex.org/W4406460551","doi":"https://doi.org/10.1109/bigdata62323.2024.10825876","title":"Understanding the Evolution in Tourist Behavior Patterns through Context-Aware Spatio-Temporal k-Means","display_name":"Understanding the Evolution in Tourist Behavior Patterns through Context-Aware Spatio-Temporal k-Means","publication_year":2024,"publication_date":"2024-12-15","ids":{"openalex":"https://openalex.org/W4406460551","doi":"https://doi.org/10.1109/bigdata62323.2024.10825876"},"language":"en","primary_location":{"id":"doi:10.1109/bigdata62323.2024.10825876","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bigdata62323.2024.10825876","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on Big Data (BigData)","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/A5048471838","display_name":"Alberto Belussi","orcid":"https://orcid.org/0000-0003-3023-8020"},"institutions":[{"id":"https://openalex.org/I119439378","display_name":"University of Verona","ror":"https://ror.org/039bp8j42","country_code":"IT","type":"education","lineage":["https://openalex.org/I119439378"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Alberto Belussi","raw_affiliation_strings":["University of Verona,Dept. of Computer Science,Verona,Italy"],"affiliations":[{"raw_affiliation_string":"University of Verona,Dept. of Computer Science,Verona,Italy","institution_ids":["https://openalex.org/I119439378"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020945042","display_name":"Anna Dalla Vecchia","orcid":"https://orcid.org/0000-0001-7026-5205"},"institutions":[{"id":"https://openalex.org/I119439378","display_name":"University of Verona","ror":"https://ror.org/039bp8j42","country_code":"IT","type":"education","lineage":["https://openalex.org/I119439378"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Anna Dalla Vecchia","raw_affiliation_strings":["University of Verona,Dept. of Computer Science,Verona,Italy"],"affiliations":[{"raw_affiliation_string":"University of Verona,Dept. of Computer Science,Verona,Italy","institution_ids":["https://openalex.org/I119439378"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029735670","display_name":"Mauro Gambini","orcid":"https://orcid.org/0000-0002-1832-1684"},"institutions":[{"id":"https://openalex.org/I119439378","display_name":"University of Verona","ror":"https://ror.org/039bp8j42","country_code":"IT","type":"education","lineage":["https://openalex.org/I119439378"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Mauro Gambini","raw_affiliation_strings":["University of Verona,Dept. of Computer Science,Verona,Italy"],"affiliations":[{"raw_affiliation_string":"University of Verona,Dept. of Computer Science,Verona,Italy","institution_ids":["https://openalex.org/I119439378"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042554325","display_name":"Sara Migliorini","orcid":"https://orcid.org/0000-0003-3675-7243"},"institutions":[{"id":"https://openalex.org/I119439378","display_name":"University of Verona","ror":"https://ror.org/039bp8j42","country_code":"IT","type":"education","lineage":["https://openalex.org/I119439378"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Sara Migliorini","raw_affiliation_strings":["University of Verona,Dept. of Computer Science,Verona,Italy"],"affiliations":[{"raw_affiliation_string":"University of Verona,Dept. of Computer Science,Verona,Italy","institution_ids":["https://openalex.org/I119439378"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5003455353","display_name":"Elisa Quintarelli","orcid":"https://orcid.org/0000-0001-6092-6831"},"institutions":[{"id":"https://openalex.org/I119439378","display_name":"University of Verona","ror":"https://ror.org/039bp8j42","country_code":"IT","type":"education","lineage":["https://openalex.org/I119439378"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Elisa Quintarelli","raw_affiliation_strings":["University of Verona,Dept. of Computer Science,Verona,Italy"],"affiliations":[{"raw_affiliation_string":"University of Verona,Dept. of Computer Science,Verona,Italy","institution_ids":["https://openalex.org/I119439378"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5048471838"],"corresponding_institution_ids":["https://openalex.org/I119439378"],"apc_list":null,"apc_paid":null,"fwci":0.3735,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.62129892,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"5243","last_page":"5252"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11106","display_name":"Data Management and Algorithms","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T11106","display_name":"Data Management and Algorithms","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T11980","display_name":"Human Mobility and Location-Based Analysis","score":0.9975000023841858,"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"}},{"id":"https://openalex.org/T12205","display_name":"Time Series Analysis and Forecasting","score":0.9812999963760376,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/tourism","display_name":"Tourism","score":0.6916838884353638},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6604857444763184},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.6269397735595703},{"id":"https://openalex.org/keywords/context-model","display_name":"Context model","score":0.4186495542526245},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3647192418575287},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2653127610683441},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.1604919135570526}],"concepts":[{"id":"https://openalex.org/C18918823","wikidata":"https://www.wikidata.org/wiki/Q49389","display_name":"Tourism","level":2,"score":0.6916838884353638},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6604857444763184},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.6269397735595703},{"id":"https://openalex.org/C183322885","wikidata":"https://www.wikidata.org/wiki/Q17007702","display_name":"Context model","level":3,"score":0.4186495542526245},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3647192418575287},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2653127610683441},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.1604919135570526},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0},{"id":"https://openalex.org/C2781238097","wikidata":"https://www.wikidata.org/wiki/Q175026","display_name":"Object (grammar)","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/bigdata62323.2024.10825876","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bigdata62323.2024.10825876","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on Big Data (BigData)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":9,"referenced_works":["https://openalex.org/W66443818","https://openalex.org/W1647671624","https://openalex.org/W2126194848","https://openalex.org/W2150593711","https://openalex.org/W2319928773","https://openalex.org/W4285663008","https://openalex.org/W4381191112","https://openalex.org/W4391250432","https://openalex.org/W4395110263"],"related_works":["https://openalex.org/W2349222429","https://openalex.org/W2116230991","https://openalex.org/W3117430770","https://openalex.org/W2046058552","https://openalex.org/W2590751808","https://openalex.org/W1972377868","https://openalex.org/W2132709506","https://openalex.org/W2098730537","https://openalex.org/W2186895195","https://openalex.org/W2748557612"],"abstract_inverted_index":{"Understanding":[0],"tourist":[1,55,90],"behavior":[2],"patterns":[3,39],"is":[4,108],"crucial":[5],"for":[6,115],"developing":[7],"effective":[8],"recommendation":[9],"and":[10,40,53,64,95,119,130],"decision":[11],"support":[12],"systems.":[13],"The":[14],"behaviors":[15],"are":[16,73],"often":[17],"captured":[18],"through":[19],"the":[20,29,48,87,124],"trajectories":[21,91],"followed":[22],"by":[23,134,142],"tourists":[24,143],"during":[25],"their":[26,42,121,132],"journeys":[27],"or":[28],"sequences":[30],"of":[31,34,139],"visited":[32],"Points":[33],"Interest":[35],"(PoIs).":[36],"Identifying":[37],"common":[38],"tracking":[41],"evolution":[43],"over":[44],"time":[45],"can":[46],"enhance":[47],"ability":[49],"to":[50,76,86,149],"understand,":[51],"predict,":[52],"influence":[54],"choices,":[56],"ultimately":[57],"supporting":[58],"goals":[59],"like":[60,71],"promoting":[61],"specific":[62],"destinations":[63],"fostering":[65],"sustainable":[66],"visitation":[67],"patterns.":[68],"Clustering":[69],"algorithms":[70],"k-Means":[72],"commonly":[74],"used":[75],"extract":[77],"frequent":[78],"patterns,":[79],"requiring":[80],"a":[81,99,136],"tailored":[82],"distance":[83,100],"metric":[84],"suited":[85],"task.":[88],"Since":[89],"combine":[92],"spatial,":[93],"temporal,":[94],"semantic":[96],"features,":[97],"defining":[98],"function":[101],"that":[102],"accurately":[103],"captures":[104],"these":[105],"multifaceted":[106],"aspects":[107],"essential.":[109],"This":[110],"paper":[111],"examines":[112],"various":[113],"methods":[114],"encoding":[116],"trajectory":[117],"data":[118],"explores":[120],"effects":[122],"on":[123],"clustering":[125],"process.":[126],"Finally,":[127],"we":[128],"compare":[129],"validate":[131],"suitability":[133],"using":[135],"real-world":[137],"dataset":[138],"visits":[140],"performed":[141],"in":[144],"Verona":[145],"(Italy)":[146],"from":[147],"2014":[148],"2022.":[150]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
