{"id":"https://openalex.org/W4206511970","doi":"https://doi.org/10.1145/3510409","title":"Point-of-Interest Recommender Systems Based on Location-Based Social Networks: A Survey from an Experimental Perspective","display_name":"Point-of-Interest Recommender Systems Based on Location-Based Social Networks: A Survey from an Experimental Perspective","publication_year":2022,"publication_date":"2022-01-14","ids":{"openalex":"https://openalex.org/W4206511970","doi":"https://doi.org/10.1145/3510409"},"language":"en","primary_location":{"id":"doi:10.1145/3510409","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3510409","pdf_url":null,"source":{"id":"https://openalex.org/S157921468","display_name":"ACM Computing Surveys","issn_l":"0360-0300","issn":["0360-0300","1557-7341"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Computing Surveys","raw_type":"journal-article"},"type":"review","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2106.10069","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5058279882","display_name":"Pablo S\u00e1nchez","orcid":"https://orcid.org/0000-0003-1792-1706"},"institutions":[{"id":"https://openalex.org/I63634437","display_name":"Universidad Aut\u00f3noma de Madrid","ror":"https://ror.org/01cby8j38","country_code":"ES","type":"education","lineage":["https://openalex.org/I63634437"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"Pablo S\u00e1nchez","raw_affiliation_strings":["Universidad Aut\u00f3noma de Madrid, Madrid, Spain"],"raw_orcid":"https://orcid.org/0000-0003-1792-1706","affiliations":[{"raw_affiliation_string":"Universidad Aut\u00f3noma de Madrid, Madrid, Spain","institution_ids":["https://openalex.org/I63634437"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5029757626","display_name":"Alejandro Bellog\u00edn","orcid":"https://orcid.org/0000-0001-6368-2510"},"institutions":[{"id":"https://openalex.org/I63634437","display_name":"Universidad Aut\u00f3noma de Madrid","ror":"https://ror.org/01cby8j38","country_code":"ES","type":"education","lineage":["https://openalex.org/I63634437"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Alejandro Bellog\u00edn","raw_affiliation_strings":["Universidad Aut\u00f3noma de Madrid, Madrid, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universidad Aut\u00f3noma de Madrid, Madrid, Spain","institution_ids":["https://openalex.org/I63634437"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5058279882"],"corresponding_institution_ids":["https://openalex.org/I63634437"],"apc_list":null,"apc_paid":null,"fwci":27.4378,"has_fulltext":false,"cited_by_count":91,"citation_normalized_percentile":{"value":0.99653754,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"54","issue":"11s","first_page":"1","last_page":"37"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9998999834060669,"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":0.9998999834060669,"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/T13274","display_name":"Expert finding and Q&A systems","score":0.9898999929428101,"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/T11980","display_name":"Human Mobility and Location-Based Analysis","score":0.9850000143051147,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.9060972929000854},{"id":"https://openalex.org/keywords/perspective","display_name":"Perspective (graphical)","score":0.8244763612747192},{"id":"https://openalex.org/keywords/point-of-interest","display_name":"Point of interest","score":0.8111724257469177},{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.7737852334976196},{"id":"https://openalex.org/keywords/point","display_name":"Point (geometry)","score":0.5891361236572266},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.4535258412361145},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.3768150210380554},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.34530317783355713},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.30905038118362427}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.9060972929000854},{"id":"https://openalex.org/C12713177","wikidata":"https://www.wikidata.org/wiki/Q1900281","display_name":"Perspective (graphical)","level":2,"score":0.8244763612747192},{"id":"https://openalex.org/C150140777","wikidata":"https://www.wikidata.org/wiki/Q960648","display_name":"Point of interest","level":2,"score":0.8111724257469177},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.7737852334976196},{"id":"https://openalex.org/C28719098","wikidata":"https://www.wikidata.org/wiki/Q44946","display_name":"Point (geometry)","level":2,"score":0.5891361236572266},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4535258412361145},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.3768150210380554},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.34530317783355713},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.30905038118362427},{"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}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1145/3510409","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3510409","pdf_url":null,"source":{"id":"https://openalex.org/S157921468","display_name":"ACM Computing Surveys","issn_l":"0360-0300","issn":["0360-0300","1557-7341"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Computing Surveys","raw_type":"journal-article"},{"id":"pmh:oai:arXiv.org:2106.10069","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2106.10069","pdf_url":"https://arxiv.org/pdf/2106.10069","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"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":"text"},{"id":"pmh:oai:repositorio.uam.es:10486/711387","is_oa":true,"landing_page_url":"http://hdl.handle.net/10486/711387","pdf_url":null,"source":{"id":"https://openalex.org/S4306400963","display_name":"Biblos-e Archivo (Universidad Aut\u00f3noma de Madrid)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I63634437","host_organization_name":"Universidad Aut\u00f3noma de Madrid","host_organization_lineage":["https://openalex.org/I63634437"],"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":"","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2106.10069","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2106.10069","pdf_url":"https://arxiv.org/pdf/2106.10069","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"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":"text"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3074988931","display_name":null,"funder_award_id":"PID2019-108965GB-I00","funder_id":"https://openalex.org/F4320322930","funder_display_name":"Ministerio de Ciencia e Innovaci\u00f3n"}],"funders":[{"id":"https://openalex.org/F4320322930","display_name":"Ministerio de Ciencia e Innovaci\u00f3n","ror":"https://ror.org/034900433"},{"id":"https://openalex.org/F4320338080","display_name":"European Social Fund","ror":"https://ror.org/00k4n6c32"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":140,"referenced_works":["https://openalex.org/W91668584","https://openalex.org/W182499956","https://openalex.org/W298464722","https://openalex.org/W610720406","https://openalex.org/W1154565753","https://openalex.org/W1483313504","https://openalex.org/W1542664738","https://openalex.org/W1546409232","https://openalex.org/W1587176409","https://openalex.org/W1962871885","https://openalex.org/W1967635926","https://openalex.org/W1972436494","https://openalex.org/W1981886741","https://openalex.org/W1984189333","https://openalex.org/W1997852108","https://openalex.org/W2003684386","https://openalex.org/W2004703950","https://openalex.org/W2007535360","https://openalex.org/W2009779426","https://openalex.org/W2012506084","https://openalex.org/W2018426558","https://openalex.org/W2024504711","https://openalex.org/W2032611833","https://openalex.org/W2036323314","https://openalex.org/W2043403353","https://openalex.org/W2051234849","https://openalex.org/W2052626679","https://openalex.org/W2054560962","https://openalex.org/W2058336014","https://openalex.org/W2059512502","https://openalex.org/W2061212083","https://openalex.org/W2070915285","https://openalex.org/W2072609015","https://openalex.org/W2072787293","https://openalex.org/W2072992969","https://openalex.org/W2073013176","https://openalex.org/W2077311880","https://openalex.org/W2086142729","https://openalex.org/W2087692915","https://openalex.org/W2093672773","https://openalex.org/W2112631146","https://openalex.org/W2121710227","https://openalex.org/W2138108551","https://openalex.org/W2139809240","https://openalex.org/W2139872359","https://openalex.org/W2140310134","https://openalex.org/W2154826709","https://openalex.org/W2154851992","https://openalex.org/W2171279286","https://openalex.org/W2171960770","https://openalex.org/W2177583636","https://openalex.org/W2189936406","https://openalex.org/W2200988052","https://openalex.org/W2205235818","https://openalex.org/W2213191543","https://openalex.org/W2227530665","https://openalex.org/W2238216200","https://openalex.org/W2248044446","https://openalex.org/W2279715098","https://openalex.org/W2282889130","https://openalex.org/W2287622535","https://openalex.org/W2329660289","https://openalex.org/W2362771282","https://openalex.org/W2403498336","https://openalex.org/W2405496393","https://openalex.org/W2410591529","https://openalex.org/W2471486255","https://openalex.org/W2473391145","https://openalex.org/W2511794140","https://openalex.org/W2515671155","https://openalex.org/W2521595004","https://openalex.org/W2534727297","https://openalex.org/W2565764467","https://openalex.org/W2567312369","https://openalex.org/W2579226844","https://openalex.org/W2585017256","https://openalex.org/W2586563160","https://openalex.org/W2612301670","https://openalex.org/W2618354619","https://openalex.org/W2728796024","https://openalex.org/W2729353274","https://openalex.org/W2739273093","https://openalex.org/W2740253077","https://openalex.org/W2740832655","https://openalex.org/W2741686395","https://openalex.org/W2748880077","https://openalex.org/W2751418808","https://openalex.org/W2751912151","https://openalex.org/W2763015105","https://openalex.org/W2781352667","https://openalex.org/W2781891275","https://openalex.org/W2786917046","https://openalex.org/W2790658395","https://openalex.org/W2792984424","https://openalex.org/W2798749602","https://openalex.org/W2801561689","https://openalex.org/W2805720864","https://openalex.org/W2807264610","https://openalex.org/W2808111827","https://openalex.org/W2883393582","https://openalex.org/W2889079547","https://openalex.org/W2889337896","https://openalex.org/W2895776393","https://openalex.org/W2903821582","https://openalex.org/W2905432015","https://openalex.org/W2907639449","https://openalex.org/W2912297727","https://openalex.org/W2912655655","https://openalex.org/W2914041468","https://openalex.org/W2915676182","https://openalex.org/W2919963289","https://openalex.org/W2941623731","https://openalex.org/W2943364688","https://openalex.org/W2951893969","https://openalex.org/W2953132212","https://openalex.org/W2961840197","https://openalex.org/W2963224980","https://openalex.org/W2964296635","https://openalex.org/W2965549036","https://openalex.org/W2968769439","https://openalex.org/W2975973447","https://openalex.org/W2987050385","https://openalex.org/W2989332548","https://openalex.org/W2995634787","https://openalex.org/W3002914557","https://openalex.org/W3005366486","https://openalex.org/W3011280674","https://openalex.org/W3012307918","https://openalex.org/W3015126766","https://openalex.org/W3016590194","https://openalex.org/W3080278124","https://openalex.org/W3080292238","https://openalex.org/W3105196786","https://openalex.org/W3108498077","https://openalex.org/W3122507327","https://openalex.org/W3190878918","https://openalex.org/W4226006895","https://openalex.org/W4239073208","https://openalex.org/W4249267926","https://openalex.org/W4301271432"],"related_works":["https://openalex.org/W2361278909","https://openalex.org/W2352536444","https://openalex.org/W2349982312","https://openalex.org/W2388605575","https://openalex.org/W3034765317","https://openalex.org/W2890423584","https://openalex.org/W2369577326","https://openalex.org/W2912355043","https://openalex.org/W2335190812","https://openalex.org/W4214937936"],"abstract_inverted_index":{"Point-of-Interest":[0],"recommendation":[1,106],"is":[2],"an":[3],"area":[4],"of":[5,132],"increasing":[6],"research":[7,47,63],"and":[8,35,46,75,79,86,91,108,122],"development":[9],"interest":[10],"within":[11],"the":[12,50,62,66,77,89,97,104,119,130,135],"widely":[13],"adopted":[14],"technologies":[15],"known":[16],"as":[17,52,118],"Recommender":[18],"Systems.":[19],"Among":[20],"them,":[21],"those":[22],"that":[23,93,111,137],"exploit":[24],"information":[25,40,109],"coming":[26],"from":[27],"Location-Based":[28],"Social":[29],"Networks":[30],"are":[31],"very":[32],"popular":[33],"nowadays":[34],"could":[36],"work":[37],"with":[38],"different":[39],"sources,":[41],"which":[42],"pose":[43],"several":[44],"challenges":[45,92],"questions":[48],"to":[49],"community":[51],"a":[53,57],"whole.":[54],"We":[55,73],"present":[56],"systematic":[58],"review":[59],"focused":[60],"on":[61,103],"done":[64],"over":[65],"past":[67],"10":[68],"years":[69],"about":[70],"this":[71],"topic.":[72],"discuss":[74],"categorize":[76],"algorithms":[78],"evaluation":[80],"methodologies":[81],"used":[82],"in":[83,96,134],"these":[84],"works":[85],"point":[87],"out":[88],"opportunities":[90],"remain":[94],"open":[95],"field.":[98],"More":[99],"specifically,":[100],"we":[101,127],"report":[102],"leading":[105],"techniques":[107],"sources":[110],"have":[112],"been":[113],"exploited":[114],"more":[115],"often":[116],"(such":[117],"geographical":[120],"signal":[121],"deep":[123],"learning":[124],"approaches)":[125],"while":[126],"also":[128],"examine":[129],"lack":[131],"reproducibility":[133],"field":[136],"may":[138],"hinder":[139],"real":[140],"performance":[141],"improvements.":[142]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":29},{"year":2024,"cited_by_count":28},{"year":2023,"cited_by_count":19},{"year":2022,"cited_by_count":10}],"updated_date":"2026-04-28T14:05:53.105641","created_date":"2022-01-25T00:00:00"}