{"id":"https://openalex.org/W4389104930","doi":"https://doi.org/10.1109/tmm.2023.3335886","title":"Reason Generation for Point of Interest Recommendation Via a Hierarchical Attention-Based Transformer Model","display_name":"Reason Generation for Point of Interest Recommendation Via a Hierarchical Attention-Based Transformer Model","publication_year":2023,"publication_date":"2023-11-28","ids":{"openalex":"https://openalex.org/W4389104930","doi":"https://doi.org/10.1109/tmm.2023.3335886"},"language":"en","primary_location":{"id":"doi:10.1109/tmm.2023.3335886","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmm.2023.3335886","pdf_url":null,"source":{"id":"https://openalex.org/S137030581","display_name":"IEEE Transactions on Multimedia","issn_l":"1520-9210","issn":["1520-9210","1941-0077"],"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 Transactions on Multimedia","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/A5080776231","display_name":"Yuxia Wu","orcid":"https://orcid.org/0009-0007-1610-5922"},"institutions":[{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yuxia Wu","raw_affiliation_strings":["School of Information and Communication Engineering, Xi&#x0027;an Jiaotong University, Xi&#x0027;an, China"],"affiliations":[{"raw_affiliation_string":"School of Information and Communication Engineering, Xi&#x0027;an Jiaotong University, Xi&#x0027;an, China","institution_ids":["https://openalex.org/I87445476"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079805574","display_name":"Guoshuai Zhao","orcid":"https://orcid.org/0000-0003-4392-8450"},"institutions":[{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guoshuai Zhao","raw_affiliation_strings":["School of Software Engineering, Xi&#x0027;an Jiaotong University, Xi&#x0027;an, China"],"affiliations":[{"raw_affiliation_string":"School of Software Engineering, Xi&#x0027;an Jiaotong University, Xi&#x0027;an, China","institution_ids":["https://openalex.org/I87445476"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101420971","display_name":"Mingdi Li","orcid":"https://orcid.org/0009-0002-0937-2372"},"institutions":[{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mingdi Li","raw_affiliation_strings":["School of Information and Communication Engineering, Xi&#x0027;an Jiaotong University, Xi&#x0027;an, China"],"affiliations":[{"raw_affiliation_string":"School of Information and Communication Engineering, Xi&#x0027;an Jiaotong University, Xi&#x0027;an, China","institution_ids":["https://openalex.org/I87445476"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101749858","display_name":"Zhuocheng Zhang","orcid":"https://orcid.org/0009-0004-4131-7968"},"institutions":[{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhuocheng Zhang","raw_affiliation_strings":["School of Information and Communication Engineering, Xi&#x0027;an Jiaotong University, Xi&#x0027;an, China"],"affiliations":[{"raw_affiliation_string":"School of Information and Communication Engineering, Xi&#x0027;an Jiaotong University, Xi&#x0027;an, China","institution_ids":["https://openalex.org/I87445476"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5014825654","display_name":"Xueming Qian","orcid":"https://orcid.org/0000-0002-3173-6307"},"institutions":[{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xueming Qian","raw_affiliation_strings":["Ministry of Education Key Laboratory for Intelligent Networks and Network Security, the School of Information and Communication Engineering, and SMILES LAB, Xi&#x0027;an Jiaotong University, Xi&#x0027;an, China"],"affiliations":[{"raw_affiliation_string":"Ministry of Education Key Laboratory for Intelligent Networks and Network Security, the School of Information and Communication Engineering, and SMILES LAB, Xi&#x0027;an Jiaotong University, Xi&#x0027;an, China","institution_ids":["https://openalex.org/I87445476"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5080776231"],"corresponding_institution_ids":["https://openalex.org/I87445476"],"apc_list":null,"apc_paid":null,"fwci":4.1412,"has_fulltext":false,"cited_by_count":9,"citation_normalized_percentile":{"value":0.94783427,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"26","issue":null,"first_page":"5511","last_page":"5522"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9998000264167786,"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":0.9998000264167786,"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/T10028","display_name":"Topic Modeling","score":0.9994000196456909,"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/T11714","display_name":"Multimodal Machine Learning Applications","score":0.9990000128746033,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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":0.8676879405975342},{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.7638646364212036},{"id":"https://openalex.org/keywords/point-of-interest","display_name":"Point of interest","score":0.6224613189697266},{"id":"https://openalex.org/keywords/transformer","display_name":"Transformer","score":0.5076967477798462},{"id":"https://openalex.org/keywords/topic-model","display_name":"Topic model","score":0.4290359318256378},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.4244902729988098},{"id":"https://openalex.org/keywords/latent-dirichlet-allocation","display_name":"Latent Dirichlet allocation","score":0.4122401475906372},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3098229765892029}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8676879405975342},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.7638646364212036},{"id":"https://openalex.org/C150140777","wikidata":"https://www.wikidata.org/wiki/Q960648","display_name":"Point of interest","level":2,"score":0.6224613189697266},{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.5076967477798462},{"id":"https://openalex.org/C171686336","wikidata":"https://www.wikidata.org/wiki/Q3532085","display_name":"Topic model","level":2,"score":0.4290359318256378},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.4244902729988098},{"id":"https://openalex.org/C500882744","wikidata":"https://www.wikidata.org/wiki/Q269236","display_name":"Latent Dirichlet allocation","level":3,"score":0.4122401475906372},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3098229765892029},{"id":"https://openalex.org/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tmm.2023.3335886","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmm.2023.3335886","pdf_url":null,"source":{"id":"https://openalex.org/S137030581","display_name":"IEEE Transactions on Multimedia","issn_l":"1520-9210","issn":["1520-9210","1941-0077"],"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 Transactions on Multimedia","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1070160424","display_name":null,"funder_award_id":"62103317","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G461447795","display_name":null,"funder_award_id":"62372364","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8157936946","display_name":null,"funder_award_id":"62272380","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"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":55,"referenced_works":["https://openalex.org/W179875071","https://openalex.org/W2029549784","https://openalex.org/W2037450062","https://openalex.org/W2052317965","https://openalex.org/W2064675550","https://openalex.org/W2089645386","https://openalex.org/W2105482032","https://openalex.org/W2117364574","https://openalex.org/W2121757207","https://openalex.org/W2194775991","https://openalex.org/W2408821365","https://openalex.org/W2413794162","https://openalex.org/W2586756136","https://openalex.org/W2601157141","https://openalex.org/W2739992143","https://openalex.org/W2775637101","https://openalex.org/W2798435682","https://openalex.org/W2906152891","https://openalex.org/W2916582722","https://openalex.org/W2945890714","https://openalex.org/W2950635152","https://openalex.org/W2952138241","https://openalex.org/W2963223306","https://openalex.org/W2963341956","https://openalex.org/W2963925437","https://openalex.org/W2964268978","https://openalex.org/W2976705760","https://openalex.org/W2977469119","https://openalex.org/W2997434469","https://openalex.org/W2998123743","https://openalex.org/W2998167534","https://openalex.org/W2998405411","https://openalex.org/W2998704965","https://openalex.org/W3007448830","https://openalex.org/W3012607120","https://openalex.org/W3034346995","https://openalex.org/W3034646226","https://openalex.org/W3035284526","https://openalex.org/W3035308866","https://openalex.org/W3035317912","https://openalex.org/W3035521632","https://openalex.org/W3101366597","https://openalex.org/W3193405108","https://openalex.org/W3209451568","https://openalex.org/W4210733682","https://openalex.org/W4210944467","https://openalex.org/W4385245566","https://openalex.org/W6621543089","https://openalex.org/W6680532216","https://openalex.org/W6737778391","https://openalex.org/W6741121127","https://openalex.org/W6751097180","https://openalex.org/W6761205521","https://openalex.org/W6779068807","https://openalex.org/W6780226713"],"related_works":["https://openalex.org/W2888805565","https://openalex.org/W4312773271","https://openalex.org/W4315588616","https://openalex.org/W2769501189","https://openalex.org/W2962686197","https://openalex.org/W2207653751","https://openalex.org/W3159709618","https://openalex.org/W2611137333","https://openalex.org/W3005513013","https://openalex.org/W4389543811"],"abstract_inverted_index":{"Existing":[0],"point-of-interest":[1],"(POI)":[2],"recommendation":[3,9,22,30,36,64,68,154],"methods":[4],"only":[5],"show":[6],"the":[7,13,57,77,80,86,89,132,144,148,158,180],"direct":[8],"results":[10,174],"and":[11,60,79,121,134],"lack":[12],"proper":[14],"reasons":[15,117],"for":[16,73,183],"recommendation.":[17],"In":[18,50,82,139],"recent":[19],"years,":[20],"explainable":[21,35,67],"has":[23],"become":[24],"an":[25,43],"increasingly":[26],"important":[27],"subfield":[28],"in":[29,97],"systems.":[31,65],"The":[32,66,172],"aim":[33],"of":[34,63,88,137,147],"is":[37,45],"to":[38,47,55,84,100,115,151],"provide":[39],"a":[40,48,110,125,162],"reason":[41,184],"why":[42],"item":[44],"recommended":[46],"user.":[49],"this":[51,106],"way,":[52],"it":[53],"helps":[54],"improve":[56],"transparency,":[58],"persuasiveness":[59],"user":[61],"satisfaction":[62],"should":[69],"indicate":[70],"users'":[71],"preferences":[72,136],"POIs,":[74],"such":[75],"as":[76],"category":[78],"price.":[81],"addition,":[83,140],"increase":[85],"diversity":[87],"results,":[90],"we":[91,108,129,141],"take":[92],"emotional":[93],"intensity":[94],"into":[95],"account":[96],"our":[98,177],"model":[99,114,160],"generate":[101,116,152],"more":[102],"vivid":[103],"reasons.":[104,155],"To":[105],"end,":[107],"propose":[109],"hierarchical":[111,126],"attention-based":[112],"transformer":[113],"with":[118],"specific":[119],"topics":[120],"different":[122],"emotions.":[123],"With":[124],"attention":[127],"mechanism,":[128],"can":[130],"capture":[131],"word-level":[133],"attribute-level":[135],"users.":[138],"also":[142],"learn":[143],"latent":[145],"representation":[146],"emotion":[149],"score":[150],"diverse":[153],"We":[156],"evaluate":[157],"proposed":[159],"on":[161],"new":[163],"real-world":[164],"dataset":[165],"collected":[166],"from":[167],"three":[168],"travel":[169],"service":[170],"websites.":[171],"experimental":[173],"demonstrate":[175],"that":[176],"method":[178],"outperforms":[179],"related":[181],"approaches":[182],"generation.":[185]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":7}],"updated_date":"2026-03-23T07:41:27.035349","created_date":"2025-10-10T00:00:00"}
