{"id":"https://openalex.org/W4317935377","doi":"https://doi.org/10.1145/3582015","title":"Multi-Level Visual Similarity Based Personalized Tourist Attraction Recommendation Using Geo-Tagged Photos","display_name":"Multi-Level Visual Similarity Based Personalized Tourist Attraction Recommendation Using Geo-Tagged Photos","publication_year":2023,"publication_date":"2023-01-25","ids":{"openalex":"https://openalex.org/W4317935377","doi":"https://doi.org/10.1145/3582015"},"language":"en","primary_location":{"id":"doi:10.1145/3582015","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3582015","pdf_url":null,"source":{"id":"https://openalex.org/S41523882","display_name":"ACM Transactions on Knowledge Discovery from Data","issn_l":"1556-4681","issn":["1556-4681","1556-472X"],"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 Transactions on Knowledge Discovery from Data","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/A5100411139","display_name":"Ling Chen","orcid":"https://orcid.org/0000-0003-1934-5992"},"institutions":[{"id":"https://openalex.org/I45928872","display_name":"Alibaba Group (China)","ror":"https://ror.org/00k642b80","country_code":"CN","type":"company","lineage":["https://openalex.org/I45928872"]},{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Ling Chen","raw_affiliation_strings":["College of Computer Science and Technology, Alibaba-Zhejiang University Joint Research Institute of Frontier Technologies, Zhejiang University, Hangzhou City, Zhejiang Province, China"],"raw_orcid":"https://orcid.org/0000-0003-1934-5992","affiliations":[{"raw_affiliation_string":"College of Computer Science and Technology, Alibaba-Zhejiang University Joint Research Institute of Frontier Technologies, Zhejiang University, Hangzhou City, Zhejiang Province, China","institution_ids":["https://openalex.org/I45928872","https://openalex.org/I76130692"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014942177","display_name":"Dandan Lyu","orcid":"https://orcid.org/0000-0001-9285-6970"},"institutions":[{"id":"https://openalex.org/I168879160","display_name":"Zhejiang University of Science and Technology","ror":"https://ror.org/05mx0wr29","country_code":"CN","type":"education","lineage":["https://openalex.org/I168879160"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dandan Lyu","raw_affiliation_strings":["College of Computer Science and Technology, Zhejiang University, Hangzhou City, Zhejiang Province, China"],"raw_orcid":"https://orcid.org/0000-0001-9285-6970","affiliations":[{"raw_affiliation_string":"College of Computer Science and Technology, Zhejiang University, Hangzhou City, Zhejiang Province, China","institution_ids":["https://openalex.org/I168879160"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101727747","display_name":"Shanshan Yu","orcid":"https://orcid.org/0000-0003-1714-8821"},"institutions":[{"id":"https://openalex.org/I168879160","display_name":"Zhejiang University of Science and Technology","ror":"https://ror.org/05mx0wr29","country_code":"CN","type":"education","lineage":["https://openalex.org/I168879160"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shanshan Yu","raw_affiliation_strings":["College of Computer Science and Technology, Zhejiang University, Hangzhou City, Zhejiang Province, China"],"raw_orcid":"https://orcid.org/0000-0003-1714-8821","affiliations":[{"raw_affiliation_string":"College of Computer Science and Technology, Zhejiang University, Hangzhou City, Zhejiang Province, China","institution_ids":["https://openalex.org/I168879160"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5008536178","display_name":"Gencai Chen","orcid":"https://orcid.org/0000-0001-9138-0229"},"institutions":[{"id":"https://openalex.org/I168879160","display_name":"Zhejiang University of Science and Technology","ror":"https://ror.org/05mx0wr29","country_code":"CN","type":"education","lineage":["https://openalex.org/I168879160"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Gencai Chen","raw_affiliation_strings":["College of Computer Science and Technology, Zhejiang University, Hangzhou City, Zhejiang Province, China"],"raw_orcid":"https://orcid.org/0000-0001-9138-0229","affiliations":[{"raw_affiliation_string":"College of Computer Science and Technology, Zhejiang University, Hangzhou City, Zhejiang Province, China","institution_ids":["https://openalex.org/I168879160"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5100411139"],"corresponding_institution_ids":["https://openalex.org/I45928872","https://openalex.org/I76130692"],"apc_list":null,"apc_paid":null,"fwci":4.3832,"has_fulltext":false,"cited_by_count":11,"citation_normalized_percentile":{"value":0.94622125,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"17","issue":"7","first_page":"1","last_page":"18"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9957000017166138,"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":0.9957000017166138,"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/T10627","display_name":"Advanced Image and Video Retrieval Techniques","score":0.9934999942779541,"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"}},{"id":"https://openalex.org/T10824","display_name":"Image Retrieval and Classification Techniques","score":0.9829999804496765,"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/attraction","display_name":"Attraction","score":0.8478023409843445},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7719247937202454},{"id":"https://openalex.org/keywords/exploit","display_name":"Exploit","score":0.7302781939506531},{"id":"https://openalex.org/keywords/tourism","display_name":"Tourism","score":0.7280282974243164},{"id":"https://openalex.org/keywords/similarity","display_name":"Similarity (geometry)","score":0.706052303314209},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.5700377821922302},{"id":"https://openalex.org/keywords/tourist-attraction","display_name":"Tourist attraction","score":0.5290096402168274},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.34849119186401367},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.23451551795005798},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.15656942129135132}],"concepts":[{"id":"https://openalex.org/C2778364177","wikidata":"https://www.wikidata.org/wiki/Q2247133","display_name":"Attraction","level":2,"score":0.8478023409843445},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7719247937202454},{"id":"https://openalex.org/C165696696","wikidata":"https://www.wikidata.org/wiki/Q11287","display_name":"Exploit","level":2,"score":0.7302781939506531},{"id":"https://openalex.org/C18918823","wikidata":"https://www.wikidata.org/wiki/Q49389","display_name":"Tourism","level":2,"score":0.7280282974243164},{"id":"https://openalex.org/C103278499","wikidata":"https://www.wikidata.org/wiki/Q254465","display_name":"Similarity (geometry)","level":3,"score":0.706052303314209},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.5700377821922302},{"id":"https://openalex.org/C2992680743","wikidata":"https://www.wikidata.org/wiki/Q570116","display_name":"Tourist attraction","level":3,"score":0.5290096402168274},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.34849119186401367},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.23451551795005798},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.15656942129135132},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.0},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3582015","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3582015","pdf_url":null,"source":{"id":"https://openalex.org/S41523882","display_name":"ACM Transactions on Knowledge Discovery from Data","issn_l":"1556-4681","issn":["1556-4681","1556-472X"],"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 Transactions on Knowledge Discovery from Data","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G4895899906","display_name":null,"funder_award_id":"2020QNA5017","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"}],"funders":[{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":32,"referenced_works":["https://openalex.org/W805665992","https://openalex.org/W1566069357","https://openalex.org/W1964729668","https://openalex.org/W2015954181","https://openalex.org/W2021504710","https://openalex.org/W2032611833","https://openalex.org/W2041262394","https://openalex.org/W2042042333","https://openalex.org/W2045745608","https://openalex.org/W2054141820","https://openalex.org/W2060024669","https://openalex.org/W2068160960","https://openalex.org/W2072787293","https://openalex.org/W2106053110","https://openalex.org/W2144685566","https://openalex.org/W2601157141","https://openalex.org/W2602856279","https://openalex.org/W2604438604","https://openalex.org/W2766120998","https://openalex.org/W2785836887","https://openalex.org/W2887712318","https://openalex.org/W2912423076","https://openalex.org/W2947767618","https://openalex.org/W2962856082","https://openalex.org/W2963495494","https://openalex.org/W2981975915","https://openalex.org/W3110955246","https://openalex.org/W3119160203","https://openalex.org/W3121061107","https://openalex.org/W3171643380","https://openalex.org/W4236965008","https://openalex.org/W6998754214"],"related_works":["https://openalex.org/W2554386751","https://openalex.org/W3042927137","https://openalex.org/W2385218775","https://openalex.org/W2613002217","https://openalex.org/W1975318985","https://openalex.org/W2165360006","https://openalex.org/W1968778005","https://openalex.org/W2152021527","https://openalex.org/W2789263704","https://openalex.org/W2480503314"],"abstract_inverted_index":{"Geo-tagged":[0],"photo-based":[1],"tourist":[2,19,34,61,87,104,150],"attraction":[3,35,62,105],"recommendation":[4,63],"can":[5],"discover":[6],"users\u2019":[7],"travel":[8],"preferences":[9],"from":[10,159],"their":[11],"taken":[12],"photos,":[13,108,136],"so":[14],"as":[15],"to":[16,21,39,79,93,121,130,142],"recommend":[17],"suitable":[18],"attractions":[20],"them.":[22],"However,":[23],"existing":[24],"visual":[25,41,58,71,112,124,145],"content-based":[26],"methods":[27],"cannot":[28],"fully":[29],"exploit":[30,138],"the":[31,47,70,81,95,101,123,132,139,144,162,166],"user":[32,102],"and":[33,43,75,86,103,115,149,161],"information":[36,106],"of":[37,49,73,84,107,126,134,147,168],"photos":[38,66,74],"extract":[40],"features,":[42],"do":[44],"not":[45],"differentiate":[46],"significance":[48,133],"different":[50,135],"photos.":[51,127],"In":[52,128],"this":[53,169],"article,":[54],"we":[55,109,137],"propose":[56],"multi-level":[57],"similarity-based":[59],"personalized":[60],"using":[64],"geo-tagged":[65],"(MEAL).":[67],"MEAL":[68],"utilizes":[69],"contents":[72,125],"interaction":[76],"behavior":[77],"data":[78],"obtain":[80,143],"final":[82],"embeddings":[83],"users":[85,148],"attractions,":[88],"which":[89],"are":[90],"then":[91],"used":[92],"predict":[94],"visit":[96],"probabilities.":[97],"Specifically,":[98],"by":[99],"crossing":[100],"define":[110],"four":[111],"similarity":[113],"levels":[114],"introduce":[116],"a":[117],"corresponding":[118],"quintuplet":[119],"loss":[120],"embed":[122],"addition,":[129],"capture":[131],"self-attention":[140],"mechanism":[141],"representations":[146],"attractions.":[151],"We":[152],"conducted":[153],"experiments":[154],"on":[155],"two":[156],"datasets":[157],"crawled":[158],"Flickr,":[160],"experimental":[163],"results":[164],"proved":[165],"advantage":[167],"method.":[170]},"counts_by_year":[{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":2},{"year":2022,"cited_by_count":1}],"updated_date":"2026-05-21T09:19:25.381259","created_date":"2025-10-10T00:00:00"}
