{"id":"https://openalex.org/W4415708501","doi":"https://doi.org/10.1109/icme59968.2025.11210020","title":"HyperMAN: Hypergraph-enhanced Meta-learning Adaptive Network for Next POI Recommendation","display_name":"HyperMAN: Hypergraph-enhanced Meta-learning Adaptive Network for Next POI Recommendation","publication_year":2025,"publication_date":"2025-06-30","ids":{"openalex":"https://openalex.org/W4415708501","doi":"https://doi.org/10.1109/icme59968.2025.11210020"},"language":null,"primary_location":{"id":"doi:10.1109/icme59968.2025.11210020","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icme59968.2025.11210020","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Conference on Multimedia and Expo (ICME)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5052882844","display_name":"Jinze Wang","orcid":"https://orcid.org/0000-0002-8685-6277"},"institutions":[{"id":"https://openalex.org/I57093077","display_name":"Swinburne University of Technology","ror":"https://ror.org/031rekg67","country_code":"AU","type":"education","lineage":["https://openalex.org/I57093077"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Jinze Wang","raw_affiliation_strings":["Swinburne University of Technology,School of Engineering,Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Swinburne University of Technology,School of Engineering,Australia","institution_ids":["https://openalex.org/I57093077"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020793859","display_name":"Tiehua Zhang","orcid":"https://orcid.org/0000-0002-7195-4472"},"institutions":[{"id":"https://openalex.org/I116953780","display_name":"Tongji University","ror":"https://ror.org/03rc6as71","country_code":"CN","type":"education","lineage":["https://openalex.org/I116953780"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tiehua Zhang","raw_affiliation_strings":["Tongji University,School of Computer Science and Technology,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tongji University,School of Computer Science and Technology,China","institution_ids":["https://openalex.org/I116953780"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100388671","display_name":"Lu Zhang","orcid":"https://orcid.org/0000-0002-8972-8799"},"institutions":[{"id":"https://openalex.org/I24201400","display_name":"Chengdu University of Information Technology","ror":"https://ror.org/01yxwrh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I24201400"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lu Zhang","raw_affiliation_strings":["Chengdu University of Information Technology,School of Cybersecurity,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Chengdu University of Information Technology,School of Cybersecurity,China","institution_ids":["https://openalex.org/I24201400"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5115596613","display_name":"Yang Bai","orcid":"https://orcid.org/0009-0002-6148-7433"},"institutions":[{"id":"https://openalex.org/I24201400","display_name":"Chengdu University of Information Technology","ror":"https://ror.org/01yxwrh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I24201400"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yang Bai","raw_affiliation_strings":["Chengdu University of Information Technology,School of Cybersecurity,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Chengdu University of Information Technology,School of Cybersecurity,China","institution_ids":["https://openalex.org/I24201400"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100354074","display_name":"Xin Li","orcid":"https://orcid.org/0000-0003-4308-1229"},"institutions":[{"id":"https://openalex.org/I2800669942","display_name":"EnergyAustralia (Australia)","ror":"https://ror.org/004g8sj50","country_code":"AU","type":"company","lineage":["https://openalex.org/I2800669942"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Xin Li","raw_affiliation_strings":["YSTC Energy Pty Ltd,Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"YSTC Energy Pty Ltd,Australia","institution_ids":["https://openalex.org/I2800669942"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5080328538","display_name":"Jiong Jin","orcid":"https://orcid.org/0000-0002-0306-2691"},"institutions":[{"id":"https://openalex.org/I57093077","display_name":"Swinburne University of Technology","ror":"https://ror.org/031rekg67","country_code":"AU","type":"education","lineage":["https://openalex.org/I57093077"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Jiong Jin","raw_affiliation_strings":["Swinburne University of Technology,School of Engineering,Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Swinburne University of Technology,School of Engineering,Australia","institution_ids":["https://openalex.org/I57093077"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":5.7738,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.96426091,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":91,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9745000004768372,"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":0.9745000004768372,"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/T11273","display_name":"Advanced Graph Neural Networks","score":0.002300000051036477,"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"}},{"id":"https://openalex.org/T14413","display_name":"Advanced Technologies in Various Fields","score":0.0020000000949949026,"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/hypergraph","display_name":"Hypergraph","score":0.49889999628067017},{"id":"https://openalex.org/keywords/preference","display_name":"Preference","score":0.4731999933719635},{"id":"https://openalex.org/keywords/mechanism","display_name":"Mechanism (biology)","score":0.45969998836517334},{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.41769999265670776},{"id":"https://openalex.org/keywords/user-modeling","display_name":"User modeling","score":0.3698999881744385},{"id":"https://openalex.org/keywords/heterogeneous-network","display_name":"Heterogeneous network","score":0.3361000120639801}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8180999755859375},{"id":"https://openalex.org/C2781221856","wikidata":"https://www.wikidata.org/wiki/Q840247","display_name":"Hypergraph","level":2,"score":0.49889999628067017},{"id":"https://openalex.org/C2781249084","wikidata":"https://www.wikidata.org/wiki/Q908656","display_name":"Preference","level":2,"score":0.4731999933719635},{"id":"https://openalex.org/C89611455","wikidata":"https://www.wikidata.org/wiki/Q6804646","display_name":"Mechanism (biology)","level":2,"score":0.45969998836517334},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.41769999265670776},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4000999927520752},{"id":"https://openalex.org/C67712803","wikidata":"https://www.wikidata.org/wiki/Q7901853","display_name":"User modeling","level":3,"score":0.3698999881744385},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.35589998960494995},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.34709998965263367},{"id":"https://openalex.org/C158207573","wikidata":"https://www.wikidata.org/wiki/Q5747224","display_name":"Heterogeneous network","level":4,"score":0.3361000120639801},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3352000117301941},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.31450000405311584},{"id":"https://openalex.org/C77618280","wikidata":"https://www.wikidata.org/wiki/Q1155772","display_name":"Scheme (mathematics)","level":2,"score":0.30239999294281006},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.2996000051498413},{"id":"https://openalex.org/C183003079","wikidata":"https://www.wikidata.org/wiki/Q1000371","display_name":"Personalization","level":2,"score":0.2915000021457672},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.2858999967575073},{"id":"https://openalex.org/C52970973","wikidata":"https://www.wikidata.org/wiki/Q2497134","display_name":"Adaptive system","level":2,"score":0.26019999384880066},{"id":"https://openalex.org/C83804111","wikidata":"https://www.wikidata.org/wiki/Q1063558","display_name":"Behavioral pattern","level":2,"score":0.25529998540878296}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icme59968.2025.11210020","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icme59968.2025.11210020","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Conference on Multimedia and Expo (ICME)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320328111","display_name":"Chengdu University","ror":"https://ror.org/034z67559"},{"id":"https://openalex.org/F4320329861","display_name":"Natural Science Foundation of Sichuan Province","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W2157331557","https://openalex.org/W2897856565","https://openalex.org/W2963367478","https://openalex.org/W3093261329","https://openalex.org/W3128267727","https://openalex.org/W3161197088","https://openalex.org/W3187169135","https://openalex.org/W4226253567","https://openalex.org/W4285602503","https://openalex.org/W4294031701","https://openalex.org/W4318812521","https://openalex.org/W4378419481","https://openalex.org/W4384642752","https://openalex.org/W4384656510","https://openalex.org/W4384895066","https://openalex.org/W4386158966","https://openalex.org/W4400525641","https://openalex.org/W4402979713","https://openalex.org/W4406046636"],"related_works":[],"abstract_inverted_index":{"Next":[0],"Point-of-Interest":[1],"(POI)":[2],"recommendation":[3,141],"aims":[4],"to":[5,25,33,79,113],"predict":[6],"users\u2019":[7],"next":[8,68],"locations":[9],"by":[10],"leveraging":[11],"historical":[12],"check-in":[13],"sequences.":[14],"Although":[15],"existing":[16],"methods":[17],"have":[18],"shown":[19],"promising":[20],"results,":[21],"they":[22],"often":[23],"struggle":[24],"capture":[26,80],"complex":[27],"high-order":[28,81],"relationships":[29],"and":[30,99,138],"effectively":[31,133],"adapt":[32],"diverse":[34],"user":[35,83,100],"behaviors,":[36],"particularly":[37],"when":[38],"addressing":[39,134],"the":[40],"cold-start":[41],"issue.":[42],"To":[43],"address":[44],"these":[45],"challenges,":[46],"we":[47],"propose":[48],"Hypergraph-enhanced":[49],"Meta-learning":[50],"Adaptive":[51],"Network":[52],"(HyperMAN),":[53],"a":[54,63,107],"novel":[55],"framework":[56],"that":[57,128],"integrates":[58],"heterogeneous":[59,75],"hypergraph":[60],"modeling":[61],"with":[62],"difficulty-aware":[64],"meta-learning":[65,109],"mechanism":[66,110],"for":[67],"POI":[69],"recommendation.":[70],"Specifically,":[71],"three":[72],"types":[73],"of":[74],"hyperedges":[76],"are":[77],"designed":[78],"relationships:":[82],"visit":[84],"behaviors":[85],"at":[86],"specific":[87],"times":[88],"(Temporal":[89],"behavioral":[90,120],"hyperedge),":[91,98],"spatial":[92],"correlations":[93],"among":[94],"POIs":[95],"(spatial":[96],"functional":[97],"long-term":[101],"preferences":[102],"(user":[103],"preference":[104],"hyperedge).":[105],"Furthermore,":[106],"diversity-aware":[108],"is":[111],"introduced":[112],"dynamically":[114],"adjust":[115],"learning":[116],"strategies,":[117],"considering":[118],"users":[119],"diversity.":[121],"Extensive":[122],"experiments":[123],"on":[124],"real-world":[125],"datasets":[126],"demonstrate":[127],"HyperMAN":[129],"achieves":[130],"superior":[131],"performance,":[132],"cold":[135],"start":[136],"challenges":[137],"significantly":[139],"enhancing":[140],"accuracy.":[142]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-30T00:00:00"}
