{"id":"https://openalex.org/W4388240381","doi":"https://doi.org/10.1109/tkde.2023.3329673","title":"Bayes-Enhanced Multi-View Attention Networks for Robust POI Recommendation","display_name":"Bayes-Enhanced Multi-View Attention Networks for Robust POI Recommendation","publication_year":2023,"publication_date":"2023-11-02","ids":{"openalex":"https://openalex.org/W4388240381","doi":"https://doi.org/10.1109/tkde.2023.3329673"},"language":"en","primary_location":{"id":"doi:10.1109/tkde.2023.3329673","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tkde.2023.3329673","pdf_url":null,"source":{"id":"https://openalex.org/S30698027","display_name":"IEEE Transactions on Knowledge and Data Engineering","issn_l":"1041-4347","issn":["1041-4347","1558-2191","2326-3865"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","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 Transactions on Knowledge and Data Engineering","raw_type":"journal-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/A5114973375","display_name":"Jiangnan Xia","orcid":"https://orcid.org/0009-0006-3709-1315"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]},{"id":"https://openalex.org/I14243506","display_name":"Hong Kong Polytechnic University","ror":"https://ror.org/0030zas98","country_code":"HK","type":"education","lineage":["https://openalex.org/I14243506"]}],"countries":["CN","HK"],"is_corresponding":true,"raw_author_name":"Jiangnan Xia","raw_affiliation_strings":["School of Computer Science and Engineering, Central South University, Changsha, China","Research Institute for Artificial Intelligence of Things, The Hong Kong Polytechnic University, Hong Kong, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Central South University, Changsha, China","institution_ids":["https://openalex.org/I139660479"]},{"raw_affiliation_string":"Research Institute for Artificial Intelligence of Things, The Hong Kong Polytechnic University, Hong Kong, China","institution_ids":["https://openalex.org/I14243506"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5104806745","display_name":"Yu Yang","orcid":"https://orcid.org/0000-0001-9354-3909"},"institutions":[{"id":"https://openalex.org/I14243506","display_name":"Hong Kong Polytechnic University","ror":"https://ror.org/0030zas98","country_code":"HK","type":"education","lineage":["https://openalex.org/I14243506"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Yu Yang","raw_affiliation_strings":["Department of Computing, Research Institute for Artificial Intelligence of Things, The Hong Kong Polytechnic University, Hong Kong, China","Research Institute for Artificial Intelligence of Things and the Department of Computing, The Hong Kong Polytechnic University, Hong Kong, China"],"affiliations":[{"raw_affiliation_string":"Department of Computing, Research Institute for Artificial Intelligence of Things, The Hong Kong Polytechnic University, Hong Kong, China","institution_ids":["https://openalex.org/I14243506"]},{"raw_affiliation_string":"Research Institute for Artificial Intelligence of Things and the Department of Computing, The Hong Kong Polytechnic University, Hong Kong, China","institution_ids":["https://openalex.org/I14243506"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035708362","display_name":"Senzhang Wang","orcid":"https://orcid.org/0000-0002-3615-4859"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Senzhang Wang","raw_affiliation_strings":["School of Computer Science and Engineering, Central South University, Changsha, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Central South University, Changsha, China","institution_ids":["https://openalex.org/I139660479"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088492734","display_name":"Hongzhi Yin","orcid":"https://orcid.org/0000-0003-1395-261X"},"institutions":[{"id":"https://openalex.org/I165143802","display_name":"The University of Queensland","ror":"https://ror.org/00rqy9422","country_code":"AU","type":"education","lineage":["https://openalex.org/I165143802"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Hongzhi Yin","raw_affiliation_strings":["School of Electrical Engineering and Computer Science, The University of Queensland, St Lucia, QLD, Australia"],"affiliations":[{"raw_affiliation_string":"School of Electrical Engineering and Computer Science, The University of Queensland, St Lucia, QLD, Australia","institution_ids":["https://openalex.org/I165143802"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100740023","display_name":"Jiannong Cao","orcid":"https://orcid.org/0000-0002-2725-2529"},"institutions":[{"id":"https://openalex.org/I14243506","display_name":"Hong Kong Polytechnic University","ror":"https://ror.org/0030zas98","country_code":"HK","type":"education","lineage":["https://openalex.org/I14243506"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Jiannong Cao","raw_affiliation_strings":["Department of Computing, Research Institute for Artificial Intelligence of Things, The Hong Kong Polytechnic University, Hong Kong, China","Research Institute for Artificial Intelligence of Things and the Department of Computing, The Hong Kong Polytechnic University, Hong Kong, China"],"affiliations":[{"raw_affiliation_string":"Department of Computing, Research Institute for Artificial Intelligence of Things, The Hong Kong Polytechnic University, Hong Kong, China","institution_ids":["https://openalex.org/I14243506"]},{"raw_affiliation_string":"Research Institute for Artificial Intelligence of Things and the Department of Computing, The Hong Kong Polytechnic University, Hong Kong, China","institution_ids":["https://openalex.org/I14243506"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5036357902","display_name":"Philip S. Yu","orcid":"https://orcid.org/0000-0002-3491-5968"},"institutions":[{"id":"https://openalex.org/I39422238","display_name":"University of Illinois Chicago","ror":"https://ror.org/02mpq6x41","country_code":"US","type":"education","lineage":["https://openalex.org/I39422238"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Philip S. Yu","raw_affiliation_strings":["Department of Computer Science, University of Illinois at Chicago, Chicago, IL, USA"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Illinois at Chicago, Chicago, IL, USA","institution_ids":["https://openalex.org/I39422238"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5114973375"],"corresponding_institution_ids":["https://openalex.org/I139660479","https://openalex.org/I14243506"],"apc_list":null,"apc_paid":null,"fwci":5.9364,"has_fulltext":false,"cited_by_count":13,"citation_normalized_percentile":{"value":0.96423147,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":"36","issue":"7","first_page":"2895","last_page":"2909"},"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/T11478","display_name":"Caching and Content Delivery","score":0.9772999882698059,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T11273","display_name":"Advanced Graph Neural Networks","score":0.9700000286102295,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8502930402755737},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.5545781254768372},{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.514214277267456},{"id":"https://openalex.org/keywords/bayes-theorem","display_name":"Bayes' theorem","score":0.4850103557109833},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4741004407405853},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.46805211901664734},{"id":"https://openalex.org/keywords/ground-truth","display_name":"Ground truth","score":0.45561182498931885},{"id":"https://openalex.org/keywords/point-of-interest","display_name":"Point of interest","score":0.43817776441574097},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.38967785239219666},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.36765486001968384},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.3413395285606384},{"id":"https://openalex.org/keywords/bayesian-probability","display_name":"Bayesian probability","score":0.26431331038475037}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8502930402755737},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.5545781254768372},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.514214277267456},{"id":"https://openalex.org/C207201462","wikidata":"https://www.wikidata.org/wiki/Q182505","display_name":"Bayes' theorem","level":3,"score":0.4850103557109833},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4741004407405853},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.46805211901664734},{"id":"https://openalex.org/C146849305","wikidata":"https://www.wikidata.org/wiki/Q370766","display_name":"Ground truth","level":2,"score":0.45561182498931885},{"id":"https://openalex.org/C150140777","wikidata":"https://www.wikidata.org/wiki/Q960648","display_name":"Point of interest","level":2,"score":0.43817776441574097},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.38967785239219666},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.36765486001968384},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.3413395285606384},{"id":"https://openalex.org/C107673813","wikidata":"https://www.wikidata.org/wiki/Q812534","display_name":"Bayesian probability","level":2,"score":0.26431331038475037}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tkde.2023.3329673","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tkde.2023.3329673","pdf_url":null,"source":{"id":"https://openalex.org/S30698027","display_name":"IEEE Transactions on Knowledge and Data Engineering","issn_l":"1041-4347","issn":["1041-4347","1558-2191","2326-3865"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","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 Transactions on Knowledge and Data Engineering","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2145282327","display_name":null,"funder_award_id":"2022JJ30053","funder_id":"https://openalex.org/F4320322843","funder_display_name":"Natural Science Foundation of\u00a0Hunan Province"},{"id":"https://openalex.org/G5305027673","display_name":null,"funder_award_id":"62172443","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320322843","display_name":"Natural Science Foundation of\u00a0Hunan Province","ror":null},{"id":"https://openalex.org/F4320334704","display_name":"Australian Research Council","ror":"https://ror.org/05mmh0f86"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":42,"referenced_works":["https://openalex.org/W1973749534","https://openalex.org/W2054141820","https://openalex.org/W2064675550","https://openalex.org/W2085040216","https://openalex.org/W2171279286","https://openalex.org/W2539781657","https://openalex.org/W2605350416","https://openalex.org/W2739805805","https://openalex.org/W2750303327","https://openalex.org/W2788134583","https://openalex.org/W2798326382","https://openalex.org/W2899457523","https://openalex.org/W2963456618","https://openalex.org/W2967926370","https://openalex.org/W2993791944","https://openalex.org/W2994908010","https://openalex.org/W2996931760","https://openalex.org/W2998167534","https://openalex.org/W3012782947","https://openalex.org/W3014101362","https://openalex.org/W3016590194","https://openalex.org/W3034414928","https://openalex.org/W3034912136","https://openalex.org/W3035265557","https://openalex.org/W3035308866","https://openalex.org/W3040157551","https://openalex.org/W3045741132","https://openalex.org/W3080884086","https://openalex.org/W3101707147","https://openalex.org/W3128267727","https://openalex.org/W3131501576","https://openalex.org/W3142358935","https://openalex.org/W3164797320","https://openalex.org/W3209451568","https://openalex.org/W3209525383","https://openalex.org/W4213457653","https://openalex.org/W4294068577","https://openalex.org/W4379382506","https://openalex.org/W4385245566","https://openalex.org/W6720006811","https://openalex.org/W6726873649","https://openalex.org/W6770054985"],"related_works":["https://openalex.org/W4390273403","https://openalex.org/W4386781444","https://openalex.org/W2150182025","https://openalex.org/W3092950680","https://openalex.org/W3197542405","https://openalex.org/W2056712470","https://openalex.org/W3125580266","https://openalex.org/W4288390103","https://openalex.org/W4317039510","https://openalex.org/W2912355043"],"abstract_inverted_index":{"POI":[0,26,84,105,134,150,155,159,164,222,233,294],"recommendation":[1,106,270,295],"is":[2,87,167,196],"practically":[3],"important":[4],"to":[5,56,75,126,136,172,198,206,225],"facilitate":[6],"various":[7],"Location-Based":[8],"Social":[9],"Network":[10,122],"(LBSN)":[11],"services,":[12],"and":[13,53,59,65,116,157,170,215,255,267,302],"has":[14],"attracted":[15],"rising":[16],"research":[17],"attention":[18],"recently.":[19],"Existing":[20],"works":[21],"generally":[22],"assume":[23],"the":[24,32,43,80,83,109,113,139,142,148,153,162,186,208,213,216,227,232,236,243,253,260,290,297],"available":[25,298],"check-ins":[27,299],"reported":[28],"by":[29,91,107],"users":[30],"are":[31,219,240,272,300],"ground-truth":[33],"depiction":[34],"of":[35,82,103,112,235,258],"user":[36,66,114,247,261],"behaviors.":[37],"However,":[38],"in":[39,293],"real":[40],"application":[41],"scenarios,":[42],"check-in":[44],"data":[45,70,183,209,228],"can":[46,263],"be":[47,264],"rather":[48],"unreliable":[49],"(e.g.":[50],"sparse,":[51],"incomplete":[52,301],"inaccurate)":[54],"due":[55],"both":[57,212],"subjective":[58],"objective":[60],"causes":[61],"including":[62,147],"positioning":[63],"error":[64],"privacy":[67],"concerns.":[68],"The":[69,283],"uncertainty":[71,110,229],"issue":[72],"may":[73],"lead":[74],"significant":[76],"negative":[77],"impacts":[78],"on":[79],"performance":[81],"recommendation,":[85],"but":[86],"not":[88],"fully":[89],"explored":[90],"existing":[92],"works.":[93],"To":[94],"this":[95,97],"end,":[96],"paper":[98],"investigates":[99],"a":[100,118,176,200],"novel":[101],"problem":[102],"robust":[104,269],"considering":[108],"factors":[111],"check-ins,":[115],"proposes":[117],"Bayes-enhanced":[119,177],"Multi-view":[120],"Attention":[121],"(BayMAN":[123],"for":[124,182,221],"short)":[125],"effectively":[127,265],"address":[128],"it.":[129],"Specifically,":[130],"we":[131,174],"construct":[132],"three":[133,237,279],"graphs":[135,218,239],"comprehensively":[137],"model":[138],"dependencies":[140],"among":[141],"POIs":[143],"from":[144,185],"different":[145],"views,":[146],"personal":[149,163],"transition":[151,165],"graph,":[152],"semantic-based":[154],"graph":[156,166,193,202],"distance-based":[158],"graph.":[160],"As":[161],"usually":[168],"sparse":[169],"sensitive":[171],"noise,":[173],"design":[175],"spatial":[178],"dependency":[179],"learning":[180,224,249],"module":[181],"augmentation":[184,194],"local":[187],"view.":[188],"A":[189],"Bayesian":[190],"posterior":[191],"guided":[192],"approach":[195],"adopted":[197],"generate":[199],"new":[201],"with":[203],"collaborative":[204],"signals":[205],"increase":[207],"diversity.":[210],"Then":[211],"original":[214],"augmented":[217],"used":[220],"representation":[223],"counteract":[226],"issue.":[230],"Next,":[231],"representations":[234],"view":[238],"input":[241],"into":[242],"proposed":[244],"multi-view":[245],"attention-based":[246],"preference":[248,262],"module.":[250],"By":[251],"incorporating":[252],"semantic":[254],"distance":[256],"correlations":[257],"POIs,":[259],"refined":[266],"finally":[268],"results":[271,284],"achieved.":[273],"We":[274],"conduct":[275],"extensive":[276],"experiments":[277],"over":[278],"real-world":[280],"LSBN":[281],"datasets.":[282],"show":[285],"that":[286],"BayMAN":[287],"significantly":[288],"outperforms":[289],"state-of-the-art":[291],"methods":[292],"when":[296],"noisy.":[303]},"counts_by_year":[{"year":2025,"cited_by_count":9},{"year":2024,"cited_by_count":4}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}