{"id":"https://openalex.org/W2794156907","doi":"https://doi.org/10.1109/mcom.2018.1700581","title":"We Know Your Preferences in New Cities: Mining and Modeling the Behavior of Travelers","display_name":"We Know Your Preferences in New Cities: Mining and Modeling the Behavior of Travelers","publication_year":2018,"publication_date":"2018-11-01","ids":{"openalex":"https://openalex.org/W2794156907","doi":"https://doi.org/10.1109/mcom.2018.1700581","mag":"2794156907"},"language":"en","primary_location":{"id":"doi:10.1109/mcom.2018.1700581","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mcom.2018.1700581","pdf_url":null,"source":{"id":"https://openalex.org/S158797327","display_name":"IEEE Communications Magazine","issn_l":"0163-6804","issn":["0163-6804","1558-1896"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Communications Magazine","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://research.aalto.fi/files/16546157/human_behavior_mining_in_urban_environment.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5026237422","display_name":"Rong Xie","orcid":"https://orcid.org/0009-0006-6092-328X"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Rong Xie","raw_affiliation_strings":["School of Computer Science, Xidian University","[School of Computer Science, Xidian University]"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science, Xidian University","institution_ids":["https://openalex.org/I149594827"]},{"raw_affiliation_string":"[School of Computer Science, Xidian University]","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100350503","display_name":"Yang Chen","orcid":"https://orcid.org/0000-0003-4749-3060"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yang Chen","raw_affiliation_strings":["School of Computer Science, Xidian University","[School of Computer Science, Xidian University]"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science, Xidian University","institution_ids":["https://openalex.org/I149594827"]},{"raw_affiliation_string":"[School of Computer Science, Xidian University]","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015085081","display_name":"Qinge Xie","orcid":"https://orcid.org/0009-0007-8481-7649"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qinge Xie","raw_affiliation_strings":["School of Computer Science, Xidian University","[School of Computer Science, Xidian University]"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science, Xidian University","institution_ids":["https://openalex.org/I149594827"]},{"raw_affiliation_string":"[School of Computer Science, Xidian University]","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069437467","display_name":"Yu Xiao","orcid":"https://orcid.org/0000-0002-4517-3779"},"institutions":[{"id":"https://openalex.org/I9927081","display_name":"Aalto University","ror":"https://ror.org/020hwjq30","country_code":"FI","type":"education","lineage":["https://openalex.org/I9927081"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Yu Xiao","raw_affiliation_strings":["Aalto University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Aalto University","institution_ids":["https://openalex.org/I9927081"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5083581115","display_name":"Xin Wang","orcid":"https://orcid.org/0000-0003-4218-244X"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xin Wang","raw_affiliation_strings":["School of Computer Science, Xidian University","[School of Computer Science, Xidian University]"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science, Xidian University","institution_ids":["https://openalex.org/I149594827"]},{"raw_affiliation_string":"[School of Computer Science, Xidian University]","institution_ids":["https://openalex.org/I149594827"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":3.3728,"has_fulltext":true,"cited_by_count":10,"citation_normalized_percentile":{"value":0.91433745,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":"56","issue":"11","first_page":"28","last_page":"35"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11980","display_name":"Human Mobility and Location-Based Analysis","score":0.9995999932289124,"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"}},"topics":[{"id":"https://openalex.org/T11980","display_name":"Human Mobility and Location-Based Analysis","score":0.9995999932289124,"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/T10698","display_name":"Transportation Planning and Optimization","score":0.989300012588501,"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/T10609","display_name":"Digital Marketing and Social Media","score":0.9861000180244446,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8098763227462769},{"id":"https://openalex.org/keywords/variation","display_name":"Variation (astronomy)","score":0.607538104057312},{"id":"https://openalex.org/keywords/order","display_name":"Order (exchange)","score":0.5978268384933472},{"id":"https://openalex.org/keywords/collaborative-filtering","display_name":"Collaborative filtering","score":0.5210784673690796},{"id":"https://openalex.org/keywords/swarm-behaviour","display_name":"Swarm behaviour","score":0.5153676867485046},{"id":"https://openalex.org/keywords/travel-behavior","display_name":"Travel behavior","score":0.48309326171875},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.4219527840614319},{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.36321908235549927},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3066093623638153},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.26715773344039917},{"id":"https://openalex.org/keywords/transport-engineering","display_name":"Transport engineering","score":0.13286542892456055},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.11178794503211975}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8098763227462769},{"id":"https://openalex.org/C2778334786","wikidata":"https://www.wikidata.org/wiki/Q1586270","display_name":"Variation (astronomy)","level":2,"score":0.607538104057312},{"id":"https://openalex.org/C182306322","wikidata":"https://www.wikidata.org/wiki/Q1779371","display_name":"Order (exchange)","level":2,"score":0.5978268384933472},{"id":"https://openalex.org/C21569690","wikidata":"https://www.wikidata.org/wiki/Q94702","display_name":"Collaborative filtering","level":3,"score":0.5210784673690796},{"id":"https://openalex.org/C181335050","wikidata":"https://www.wikidata.org/wiki/Q14915018","display_name":"Swarm behaviour","level":2,"score":0.5153676867485046},{"id":"https://openalex.org/C144072006","wikidata":"https://www.wikidata.org/wiki/Q4462116","display_name":"Travel behavior","level":2,"score":0.48309326171875},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4219527840614319},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.36321908235549927},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3066093623638153},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.26715773344039917},{"id":"https://openalex.org/C22212356","wikidata":"https://www.wikidata.org/wiki/Q775325","display_name":"Transport engineering","level":1,"score":0.13286542892456055},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.11178794503211975},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C10138342","wikidata":"https://www.wikidata.org/wiki/Q43015","display_name":"Finance","level":1,"score":0.0},{"id":"https://openalex.org/C44870925","wikidata":"https://www.wikidata.org/wiki/Q37547","display_name":"Astrophysics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/mcom.2018.1700581","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mcom.2018.1700581","pdf_url":null,"source":{"id":"https://openalex.org/S158797327","display_name":"IEEE Communications Magazine","issn_l":"0163-6804","issn":["0163-6804","1558-1896"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Communications Magazine","raw_type":"journal-article"},{"id":"pmh:oai:aaltodoc.aalto.fi:123456789/35327","is_oa":true,"landing_page_url":"https://research.aalto.fi/en/publications/e90ccfa9-1b03-46ef-a0e9-0085bdf247f3","pdf_url":"https://research.aalto.fi/files/16546157/human_behavior_mining_in_urban_environment.pdf","source":{"id":"https://openalex.org/S4306401662","display_name":"Aaltodoc (Aalto University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I9927081","host_organization_name":"Aalto University","host_organization_lineage":["https://openalex.org/I9927081"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"A1 Alkuper\u00e4isartikkeli tieteellisess\u00e4 aikakauslehdess\u00e4"}],"best_oa_location":{"id":"pmh:oai:aaltodoc.aalto.fi:123456789/35327","is_oa":true,"landing_page_url":"https://research.aalto.fi/en/publications/e90ccfa9-1b03-46ef-a0e9-0085bdf247f3","pdf_url":"https://research.aalto.fi/files/16546157/human_behavior_mining_in_urban_environment.pdf","source":{"id":"https://openalex.org/S4306401662","display_name":"Aaltodoc (Aalto University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I9927081","host_organization_name":"Aalto University","host_organization_lineage":["https://openalex.org/I9927081"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"A1 Alkuper\u00e4isartikkeli tieteellisess\u00e4 aikakauslehdess\u00e4"},"sustainable_development_goals":[{"display_name":"Sustainable cities and communities","score":0.7699999809265137,"id":"https://metadata.un.org/sdg/11"}],"awards":[{"id":"https://openalex.org/G1664764987","display_name":"\u793e\u4f1a\u96c6\u7fa4\u884c\u4e3a\u6d8c\u73b0\u4e0e\u6f14\u5316\u7684\u673a\u5236\u5206\u6790\u53ca\u9884\u6d4b","funder_award_id":"71731004","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5648953781","display_name":null,"funder_award_id":"16ZR1402200","funder_id":"https://openalex.org/F4320309612","funder_display_name":"Natural Science Foundation of Shanghai"},{"id":"https://openalex.org/G8325359607","display_name":null,"funder_award_id":"61602122","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320309612","display_name":"Natural Science Foundation of Shanghai","ror":null},{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2794156907.pdf","grobid_xml":"https://content.openalex.org/works/W2794156907.grobid-xml"},"referenced_works_count":20,"referenced_works":["https://openalex.org/W1978394996","https://openalex.org/W2088318379","https://openalex.org/W2109242993","https://openalex.org/W2110953678","https://openalex.org/W2117458146","https://openalex.org/W2137245235","https://openalex.org/W2139809240","https://openalex.org/W2164061616","https://openalex.org/W2187809123","https://openalex.org/W2552664786","https://openalex.org/W2555430934","https://openalex.org/W2604230684","https://openalex.org/W2605300519","https://openalex.org/W2753201739","https://openalex.org/W2786248259","https://openalex.org/W4253639827","https://openalex.org/W6676312839","https://openalex.org/W6680451568","https://openalex.org/W6683716425","https://openalex.org/W6686620841"],"related_works":["https://openalex.org/W2348159088","https://openalex.org/W2402445420","https://openalex.org/W1773619406","https://openalex.org/W2978419074","https://openalex.org/W2377968345","https://openalex.org/W2075040002","https://openalex.org/W2358464822","https://openalex.org/W2974025129","https://openalex.org/W2356507104","https://openalex.org/W2573253449"],"abstract_inverted_index":{"The":[0],"trend":[1],"of":[2,57,83,105,122],"globalization":[3],"motivates":[4],"people":[5],"to":[6,10,15,24,61,74,119],"travel":[7],"more":[8],"often":[9],"different":[11,71],"cities.":[12],"In":[13,31],"order":[14],"provide":[16],"better":[17],"suggestions":[18],"for":[19,28,78],"travelers,":[20],"it":[21],"is":[22],"important":[23],"understand":[25],"their":[26],"preferences":[27,37,67],"venue":[29,81],"types.":[30],"this":[32],"article,":[33],"we":[34],"investigate":[35],"travelers'":[36,66,84],"based":[38],"on":[39],"the":[40,58,63,80,94,103,106,120],"check-in":[41,59],"data":[42,60],"collected":[43],"from":[44],"a":[45,54,76,115],"popular":[46],"location-based":[47],"social":[48],"application":[49],"called":[50],"Swarm.":[51],"We":[52],"conduct":[53],"thorough":[55],"analysis":[56],"discover":[62],"variation":[64],"in":[65,86],"between":[68],"cities":[69],"with":[70],"characteristics,":[72],"and":[73],"build":[75],"model":[77],"predicting":[79],"types":[82],"interests":[85],"each":[87],"city.":[88,108],"Our":[89],"experimental":[90],"results":[91],"demonstrate":[92],"that":[93],"F1-score":[95],"increases":[96],"by":[97],"0.19":[98],"when":[99],"taking":[100],"into":[101],"account":[102],"characteristics":[104],"destination":[107],"Moreover,":[109],"our":[110],"approach":[111,118],"outperforms":[112],"collaborative":[113],"filtering,":[114],"widely":[116],"used":[117],"design":[121],"recommendation":[123],"systems.":[124]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":4},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}