{"id":"https://openalex.org/W4406067766","doi":"https://doi.org/10.1007/s40558-024-00301-3","title":"A survey on point-of-interest recommendations leveraging heterogeneous data","display_name":"A survey on point-of-interest recommendations leveraging heterogeneous data","publication_year":2025,"publication_date":"2025-01-04","ids":{"openalex":"https://openalex.org/W4406067766","doi":"https://doi.org/10.1007/s40558-024-00301-3"},"language":"en","primary_location":{"id":"doi:10.1007/s40558-024-00301-3","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s40558-024-00301-3","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40558-024-00301-3.pdf","source":{"id":"https://openalex.org/S184463352","display_name":"Information Technology & Tourism","issn_l":"1098-3058","issn":["1098-3058","1943-4294"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Information Technology & Tourism","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s40558-024-00301-3.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5086363240","display_name":"Zehui Wang","orcid":"https://orcid.org/0000-0001-5401-8773"},"institutions":[{"id":"https://openalex.org/I24227732","display_name":"University of Applied Sciences Ravensburg-Weingarten","ror":"https://ror.org/00s4rmz74","country_code":"DE","type":"education","lineage":["https://openalex.org/I24227732"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Zehui Wang","raw_affiliation_strings":["Institute for Digital Transformation, University of Applied Sciences Ravensburg-Weingarten, Doggenriedstrasse, Weingarten, 88250, Baden-W\u00fcrttemberg, Germany"],"affiliations":[{"raw_affiliation_string":"Institute for Digital Transformation, University of Applied Sciences Ravensburg-Weingarten, Doggenriedstrasse, Weingarten, 88250, Baden-W\u00fcrttemberg, Germany","institution_ids":["https://openalex.org/I24227732"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069822917","display_name":"Wolfram H\u00f6pken","orcid":"https://orcid.org/0000-0002-4175-1295"},"institutions":[{"id":"https://openalex.org/I24227732","display_name":"University of Applied Sciences Ravensburg-Weingarten","ror":"https://ror.org/00s4rmz74","country_code":"DE","type":"education","lineage":["https://openalex.org/I24227732"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Wolfram H\u00f6pken","raw_affiliation_strings":["Institute for Digital Transformation, University of Applied Sciences Ravensburg-Weingarten, Doggenriedstrasse, Weingarten, 88250, Baden-W\u00fcrttemberg, Germany"],"affiliations":[{"raw_affiliation_string":"Institute for Digital Transformation, University of Applied Sciences Ravensburg-Weingarten, Doggenriedstrasse, Weingarten, 88250, Baden-W\u00fcrttemberg, Germany","institution_ids":["https://openalex.org/I24227732"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5005545405","display_name":"Dietmar Jannach","orcid":"https://orcid.org/0000-0002-4698-8507"},"institutions":[{"id":"https://openalex.org/I4210166741","display_name":"University of Klagenfurt","ror":"https://ror.org/05q9m0937","country_code":"AT","type":"education","lineage":["https://openalex.org/I4210166741"]}],"countries":["AT"],"is_corresponding":true,"raw_author_name":"Dietmar Jannach","raw_affiliation_strings":["Department of Artificial Intelligence and Cybersecurity, University of Klagenfurt, Universit\u00e4tsstra\u00dfe 65\u201367, Klagenfurt am W\u00f6rthersee, 9020, K\u00e4rnten, Austria"],"affiliations":[{"raw_affiliation_string":"Department of Artificial Intelligence and Cybersecurity, University of Klagenfurt, Universit\u00e4tsstra\u00dfe 65\u201367, Klagenfurt am W\u00f6rthersee, 9020, K\u00e4rnten, Austria","institution_ids":["https://openalex.org/I4210166741"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5005545405"],"corresponding_institution_ids":["https://openalex.org/I4210166741"],"apc_list":{"value":2590,"currency":"EUR","value_usd":3190},"apc_paid":{"value":2590,"currency":"EUR","value_usd":3190},"fwci":40.7504,"has_fulltext":true,"cited_by_count":12,"citation_normalized_percentile":{"value":0.99688804,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"27","issue":"1","first_page":"29","last_page":"73"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9997000098228455,"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"}},"topics":[{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9997000098228455,"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"}},{"id":"https://openalex.org/T11704","display_name":"Mobile Crowdsensing and Crowdsourcing","score":0.978600025177002,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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/T13274","display_name":"Expert finding and Q&A systems","score":0.9767000079154968,"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/point","display_name":"Point (geometry)","score":0.4915390908718109},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4598594009876251},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.4597914218902588},{"id":"https://openalex.org/keywords/point-of-interest","display_name":"Point of interest","score":0.41531771421432495},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.4121285080909729},{"id":"https://openalex.org/keywords/marketing","display_name":"Marketing","score":0.3293447494506836}],"concepts":[{"id":"https://openalex.org/C28719098","wikidata":"https://www.wikidata.org/wiki/Q44946","display_name":"Point (geometry)","level":2,"score":0.4915390908718109},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4598594009876251},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4597914218902588},{"id":"https://openalex.org/C150140777","wikidata":"https://www.wikidata.org/wiki/Q960648","display_name":"Point of interest","level":2,"score":0.41531771421432495},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.4121285080909729},{"id":"https://openalex.org/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"score":0.3293447494506836},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s40558-024-00301-3","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s40558-024-00301-3","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40558-024-00301-3.pdf","source":{"id":"https://openalex.org/S184463352","display_name":"Information Technology & Tourism","issn_l":"1098-3058","issn":["1098-3058","1943-4294"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Information Technology & Tourism","raw_type":"journal-article"},{"id":"pmh:oai:RePEc:spr:infott:v:27:y:2025:i:1:d:10.1007_s40558-024-00301-3","is_oa":false,"landing_page_url":"http://link.springer.com/10.1007/s40558-024-00301-3","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":{"id":"doi:10.1007/s40558-024-00301-3","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s40558-024-00301-3","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40558-024-00301-3.pdf","source":{"id":"https://openalex.org/S184463352","display_name":"Information Technology & Tourism","issn_l":"1098-3058","issn":["1098-3058","1943-4294"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Information Technology & Tourism","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.6499999761581421,"id":"https://metadata.un.org/sdg/8","display_name":"Decent work and economic growth"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320325472","display_name":"Alpen-Adria-Universit\u00e4t Klagenfurt","ror":"https://ror.org/05q9m0937"}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4406067766.pdf"},"referenced_works_count":159,"referenced_works":["https://openalex.org/W281665770","https://openalex.org/W574900623","https://openalex.org/W1412447802","https://openalex.org/W1509716051","https://openalex.org/W1542664738","https://openalex.org/W1586754920","https://openalex.org/W1828192308","https://openalex.org/W1967868288","https://openalex.org/W1997136459","https://openalex.org/W2017254898","https://openalex.org/W2043403353","https://openalex.org/W2064675550","https://openalex.org/W2071702404","https://openalex.org/W2100235918","https://openalex.org/W2110953678","https://openalex.org/W2124074612","https://openalex.org/W2135500808","https://openalex.org/W2153578526","https://openalex.org/W2161676175","https://openalex.org/W2171279286","https://openalex.org/W2250384498","https://openalex.org/W2329660289","https://openalex.org/W2469443957","https://openalex.org/W2539781657","https://openalex.org/W2562236173","https://openalex.org/W2575317156","https://openalex.org/W2589129384","https://openalex.org/W2593535590","https://openalex.org/W2609373935","https://openalex.org/W2625749796","https://openalex.org/W2728796024","https://openalex.org/W2774321216","https://openalex.org/W2784068709","https://openalex.org/W2788114581","https://openalex.org/W2793823642","https://openalex.org/W2799613460","https://openalex.org/W2808537148","https://openalex.org/W2886209086","https://openalex.org/W2895803403","https://openalex.org/W2900464008","https://openalex.org/W2905432015","https://openalex.org/W2912083425","https://openalex.org/W2913602408","https://openalex.org/W2942054333","https://openalex.org/W2958368965","https://openalex.org/W2969886764","https://openalex.org/W2972032861","https://openalex.org/W2980227467","https://openalex.org/W2981731882","https://openalex.org/W2982267219","https://openalex.org/W2987577970","https://openalex.org/W2998167534","https://openalex.org/W3000235295","https://openalex.org/W3017112184","https://openalex.org/W3017579368","https://openalex.org/W3028506945","https://openalex.org/W3037946710","https://openalex.org/W3042508749","https://openalex.org/W3042854957","https://openalex.org/W3045509867","https://openalex.org/W3046274107","https://openalex.org/W3082538857","https://openalex.org/W3093891819","https://openalex.org/W3097300053","https://openalex.org/W3099420497","https://openalex.org/W3101545888","https://openalex.org/W3104695953","https://openalex.org/W3110460191","https://openalex.org/W3115776703","https://openalex.org/W3118650744","https://openalex.org/W3121381132","https://openalex.org/W3122725723","https://openalex.org/W3125645198","https://openalex.org/W3128267727","https://openalex.org/W3131641334","https://openalex.org/W3134291582","https://openalex.org/W3134805780","https://openalex.org/W3146142859","https://openalex.org/W3151393891","https://openalex.org/W3158466176","https://openalex.org/W3164797320","https://openalex.org/W3170935377","https://openalex.org/W3177851296","https://openalex.org/W3189845972","https://openalex.org/W3203257065","https://openalex.org/W3205020892","https://openalex.org/W3209451568","https://openalex.org/W3210165775","https://openalex.org/W3210224600","https://openalex.org/W3210969871","https://openalex.org/W3216476329","https://openalex.org/W4200289922","https://openalex.org/W4205506456","https://openalex.org/W4206511970","https://openalex.org/W4210334834","https://openalex.org/W4210362858","https://openalex.org/W4210558159","https://openalex.org/W4214861970","https://openalex.org/W4214939332","https://openalex.org/W4220685317","https://openalex.org/W4220840776","https://openalex.org/W4220866958","https://openalex.org/W4220939810","https://openalex.org/W4220953416","https://openalex.org/W4221089920","https://openalex.org/W4224250990","https://openalex.org/W4224288704","https://openalex.org/W4226056947","https://openalex.org/W4226185991","https://openalex.org/W4226322861","https://openalex.org/W4229075504","https://openalex.org/W4281619382","https://openalex.org/W4283517425","https://openalex.org/W4283722896","https://openalex.org/W4285091076","https://openalex.org/W4285181239","https://openalex.org/W4285197869","https://openalex.org/W4285215208","https://openalex.org/W4285304459","https://openalex.org/W4285602503","https://openalex.org/W4292092796","https://openalex.org/W4292387463","https://openalex.org/W4293731782","https://openalex.org/W4294023635","https://openalex.org/W4300817151","https://openalex.org/W4306317024","https://openalex.org/W4310344268","https://openalex.org/W4310831425","https://openalex.org/W4311066772","https://openalex.org/W4312221336","https://openalex.org/W4312613101","https://openalex.org/W4312895822","https://openalex.org/W4317935377","https://openalex.org/W4318812521","https://openalex.org/W4319459225","https://openalex.org/W4320033596","https://openalex.org/W4320497607","https://openalex.org/W4321480031","https://openalex.org/W4322501535","https://openalex.org/W4323074001","https://openalex.org/W4327522204","https://openalex.org/W4327631899","https://openalex.org/W4327919437","https://openalex.org/W4365794610","https://openalex.org/W4365794735","https://openalex.org/W4366782941","https://openalex.org/W4375846150","https://openalex.org/W4381191112","https://openalex.org/W4382239876","https://openalex.org/W4384642752","https://openalex.org/W4384655702","https://openalex.org/W4384656510","https://openalex.org/W4384887356","https://openalex.org/W4385303231","https://openalex.org/W4386158966","https://openalex.org/W4386422321","https://openalex.org/W4386728796","https://openalex.org/W4387706196","https://openalex.org/W4387827651"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W3117467770","https://openalex.org/W2236009467","https://openalex.org/W4385953720","https://openalex.org/W2808111827","https://openalex.org/W2890423584","https://openalex.org/W3132716659","https://openalex.org/W1562991075","https://openalex.org/W2187644337","https://openalex.org/W3013764321"],"abstract_inverted_index":{"Abstract":[0],"Tourism":[1],"is":[2,170],"an":[3],"important":[4],"application":[5],"domain":[6],"for":[7,16,23,197],"recommender":[8,13,208],"systems.":[9,209],"In":[10,112],"this":[11,113,191],"domain,":[12],"systems":[14],"are":[15,40],"example":[17],"tasked":[18],"with":[19],"providing":[20],"personalized":[21,204],"recommendations":[22,56],"transportation,":[24],"accommodation,":[25],"points-of-interest":[26],"(POIs),":[27],"etc.":[28],"Among":[29],"these":[30,96],"tasks,":[31],"in":[32,51,174],"particular":[33],"the":[34,66,69,73,77,106,123,138,148,154,183],"problem":[35,124],"of":[36,41,68,76,82,87,108,119,125,165],"recommending":[37],"POIs":[38],"that":[39,153],"likely":[42],"interest":[43],"to":[44,57,65,103,136,158,200],"individual":[45],"tourists":[46,58],"has":[47],"gained":[48],"growing":[49],"attention":[50],"recent":[52],"years.":[53],"Providing":[54],"POI":[55,109,126,176,188,207],"can":[59],"however":[60],"be":[61],"especially":[62],"challenging":[63],"due":[64],"variability":[67],"user\u2019s":[70],"context.":[71],"With":[72],"rapid":[74],"development":[75],"Web":[78],"and":[79,95,130,142,168,205],"today\u2019s":[80],"multitude":[81],"online":[83],"services,":[84],"vast":[85],"amounts":[86],"data":[88,98],"from":[89],"various":[90],"sources":[91],"have":[92],"become":[93],"available,":[94],"heterogeneous":[97,180],"represent":[99],"a":[100,117,161,171,195],"huge":[101],"potential":[102,173],"better":[104],"address":[105],"challenges":[107],"recommendation":[110,127,177,189],"problems.":[111],"work,":[114],"we":[115],"provide":[116],"survey":[118,186],"published":[120],"research":[121,156],"on":[122,147,160,187],"between":[128],"2021":[129],"2023.":[131],"The":[132],"literature":[133],"was":[134,151],"surveyed":[135],"identify":[137],"information":[139,166],"types,":[140],"techniques":[141],"evaluation":[143],"methods":[144],"employed.":[145],"Based":[146],"analysis,":[149],"it":[150],"observed":[152],"current":[155],"tends":[157],"focus":[159],"relatively":[162],"narrow":[163],"range":[164],"types":[167],"there":[169],"significant":[172],"improving":[175],"by":[178],"leveraging":[179],"data.":[181],"As":[182],"first":[184],"information-centric":[185],"research,":[190],"study":[192],"serves":[193],"as":[194],"reference":[196],"researchers":[198],"aiming":[199],"develop":[201],"increasingly":[202],"accurate,":[203],"context-aware":[206]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":8}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}