{"id":"https://openalex.org/W4386845623","doi":"https://doi.org/10.1145/3624733","title":"A Review of Modern Fashion Recommender Systems","display_name":"A Review of Modern Fashion Recommender Systems","publication_year":2023,"publication_date":"2023-09-19","ids":{"openalex":"https://openalex.org/W4386845623","doi":"https://doi.org/10.1145/3624733"},"language":"en","primary_location":{"id":"doi:10.1145/3624733","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3624733","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":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://repositorio.uam.es/bitstream/10486/714289/1/9345659ps.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5009954943","display_name":"Yashar Deldjoo","orcid":"https://orcid.org/0000-0002-6767-358X"},"institutions":[{"id":"https://openalex.org/I68618741","display_name":"Polytechnic University of Bari","ror":"https://ror.org/03c44v465","country_code":"IT","type":"education","lineage":["https://openalex.org/I68618741"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Yashar Deldjoo","raw_affiliation_strings":["Polytechnic University of Bari, Italy"],"affiliations":[{"raw_affiliation_string":"Polytechnic University of Bari, Italy","institution_ids":["https://openalex.org/I68618741"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083245053","display_name":"Fatemeh Nazary","orcid":"https://orcid.org/0000-0002-6683-9453"},"institutions":[{"id":"https://openalex.org/I68618741","display_name":"Polytechnic University of Bari","ror":"https://ror.org/03c44v465","country_code":"IT","type":"education","lineage":["https://openalex.org/I68618741"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Fatemeh Nazary","raw_affiliation_strings":["Polytechnic University of Bari, Italy"],"affiliations":[{"raw_affiliation_string":"Polytechnic University of Bari, Italy","institution_ids":["https://openalex.org/I68618741"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071163800","display_name":"Arnau Ramisa","orcid":"https://orcid.org/0000-0001-9471-7990"},"institutions":[{"id":"https://openalex.org/I1311688040","display_name":"Amazon (United States)","ror":"https://ror.org/04mv4n011","country_code":"US","type":"company","lineage":["https://openalex.org/I1311688040"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Arnau Ramisa","raw_affiliation_strings":["Amazon, USA"],"affiliations":[{"raw_affiliation_string":"Amazon, USA","institution_ids":["https://openalex.org/I1311688040"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021827617","display_name":"Julian McAuley","orcid":"https://orcid.org/0000-0003-0955-7588"},"institutions":[{"id":"https://openalex.org/I2800935791","display_name":"UC San Diego Health System","ror":"https://ror.org/01kbfgm16","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I2800935791"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Julian McAuley","raw_affiliation_strings":["UC San Diego, USA"],"affiliations":[{"raw_affiliation_string":"UC San Diego, USA","institution_ids":["https://openalex.org/I2800935791"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102885394","display_name":"Giovanni Pellegrini","orcid":"https://orcid.org/0009-0005-7138-3381"},"institutions":[{"id":"https://openalex.org/I68618741","display_name":"Polytechnic University of Bari","ror":"https://ror.org/03c44v465","country_code":"IT","type":"education","lineage":["https://openalex.org/I68618741"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Giovanni Pellegrini","raw_affiliation_strings":["Polytechnic University of Bari, Italy"],"affiliations":[{"raw_affiliation_string":"Polytechnic University of Bari, Italy","institution_ids":["https://openalex.org/I68618741"]}]},{"author_position":"middle","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 Bellogin","raw_affiliation_strings":["Autonomous University of Madrid, Spain"],"affiliations":[{"raw_affiliation_string":"Autonomous University of Madrid, Spain","institution_ids":["https://openalex.org/I63634437"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5034668928","display_name":"Tommaso Di Noia","orcid":"https://orcid.org/0000-0002-0939-5462"},"institutions":[{"id":"https://openalex.org/I68618741","display_name":"Polytechnic University of Bari","ror":"https://ror.org/03c44v465","country_code":"IT","type":"education","lineage":["https://openalex.org/I68618741"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Tommaso Di Noia","raw_affiliation_strings":["Polytechnic University of Bari, Italy"],"affiliations":[{"raw_affiliation_string":"Polytechnic University of Bari, Italy","institution_ids":["https://openalex.org/I68618741"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5009954943"],"corresponding_institution_ids":["https://openalex.org/I68618741"],"apc_list":null,"apc_paid":null,"fwci":11.3086,"has_fulltext":true,"cited_by_count":100,"citation_normalized_percentile":{"value":0.99033054,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":100},"biblio":{"volume":"56","issue":"4","first_page":"1","last_page":"37"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10775","display_name":"Generative Adversarial Networks and Image Synthesis","score":0.9851999878883362,"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"}},"topics":[{"id":"https://openalex.org/T10775","display_name":"Generative Adversarial Networks and Image Synthesis","score":0.9851999878883362,"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/T12514","display_name":"Fashion and Cultural Textiles","score":0.9775999784469604,"subfield":{"id":"https://openalex.org/subfields/1209","display_name":"Museology"},"field":{"id":"https://openalex.org/fields/12","display_name":"Arts and Humanities"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11448","display_name":"Face recognition and analysis","score":0.9648000001907349,"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/recommender-system","display_name":"Recommender system","score":0.8094178438186646},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7885987758636475},{"id":"https://openalex.org/keywords/rss","display_name":"RSS","score":0.6939987540245056},{"id":"https://openalex.org/keywords/clothing","display_name":"Clothing","score":0.6332536935806274},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.5596277713775635},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.4566541910171509}],"concepts":[{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.8094178438186646},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7885987758636475},{"id":"https://openalex.org/C2385561","wikidata":"https://www.wikidata.org/wiki/Q45432","display_name":"RSS","level":2,"score":0.6939987540245056},{"id":"https://openalex.org/C530175646","wikidata":"https://www.wikidata.org/wiki/Q11460","display_name":"Clothing","level":2,"score":0.6332536935806274},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.5596277713775635},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.4566541910171509},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C95457728","wikidata":"https://www.wikidata.org/wiki/Q309","display_name":"History","level":0,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","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}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3624733","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3624733","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:repositorio.uam.es:10486/714289","is_oa":true,"landing_page_url":"http://hdl.handle.net/10486/714289","pdf_url":"https://repositorio.uam.es/bitstream/10486/714289/1/9345659ps.pdf","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"review"}],"best_oa_location":{"id":"pmh:oai:repositorio.uam.es:10486/714289","is_oa":true,"landing_page_url":"http://hdl.handle.net/10486/714289","pdf_url":"https://repositorio.uam.es/bitstream/10486/714289/1/9345659ps.pdf","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"review"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4386845623.pdf","grobid_xml":"https://content.openalex.org/works/W4386845623.grobid-xml"},"referenced_works_count":189,"referenced_works":["https://openalex.org/W146395692","https://openalex.org/W181871703","https://openalex.org/W1541789044","https://openalex.org/W1598787777","https://openalex.org/W1711406194","https://openalex.org/W1949942966","https://openalex.org/W2008886893","https://openalex.org/W2009915416","https://openalex.org/W2021354639","https://openalex.org/W2021541806","https://openalex.org/W2027451432","https://openalex.org/W2027731328","https://openalex.org/W2032526390","https://openalex.org/W2036479700","https://openalex.org/W2050992455","https://openalex.org/W2054141820","https://openalex.org/W2083307071","https://openalex.org/W2089505397","https://openalex.org/W2097343308","https://openalex.org/W2099970131","https://openalex.org/W2115568835","https://openalex.org/W2146851707","https://openalex.org/W2157732827","https://openalex.org/W2200092826","https://openalex.org/W2202431962","https://openalex.org/W2221507685","https://openalex.org/W2223821166","https://openalex.org/W2313131270","https://openalex.org/W2326188870","https://openalex.org/W2395452101","https://openalex.org/W2460656145","https://openalex.org/W2462264630","https://openalex.org/W2471768434","https://openalex.org/W2483053118","https://openalex.org/W2513385909","https://openalex.org/W2518680563","https://openalex.org/W2519325523","https://openalex.org/W2591957553","https://openalex.org/W2609373935","https://openalex.org/W2610815847","https://openalex.org/W2614562328","https://openalex.org/W2620101024","https://openalex.org/W2623836861","https://openalex.org/W2737102415","https://openalex.org/W2741249238","https://openalex.org/W2742143754","https://openalex.org/W2746086086","https://openalex.org/W2753004958","https://openalex.org/W2757146090","https://openalex.org/W2764273117","https://openalex.org/W2766114385","https://openalex.org/W2767109396","https://openalex.org/W2770857820","https://openalex.org/W2772328249","https://openalex.org/W2774458425","https://openalex.org/W2792750992","https://openalex.org/W2794543639","https://openalex.org/W2794568143","https://openalex.org/W2798734012","https://openalex.org/W2798951647","https://openalex.org/W2803792627","https://openalex.org/W2804911075","https://openalex.org/W2811018197","https://openalex.org/W2811346753","https://openalex.org/W2853932467","https://openalex.org/W2887251607","https://openalex.org/W2890923272","https://openalex.org/W2894397262","https://openalex.org/W2895433044","https://openalex.org/W2896053727","https://openalex.org/W2897195437","https://openalex.org/W2897299615","https://openalex.org/W2898986647","https://openalex.org/W2900806287","https://openalex.org/W2904615721","https://openalex.org/W2911867093","https://openalex.org/W2912995243","https://openalex.org/W2913538332","https://openalex.org/W2914471425","https://openalex.org/W2922363702","https://openalex.org/W2923534774","https://openalex.org/W2928117791","https://openalex.org/W2945078909","https://openalex.org/W2946617802","https://openalex.org/W2948564662","https://openalex.org/W2949395487","https://openalex.org/W2953561866","https://openalex.org/W2954164237","https://openalex.org/W2960410782","https://openalex.org/W2962798995","https://openalex.org/W2963065930","https://openalex.org/W2963110422","https://openalex.org/W2963483334","https://openalex.org/W2963753203","https://openalex.org/W2963857660","https://openalex.org/W2963900085","https://openalex.org/W2964057616","https://openalex.org/W2964258748","https://openalex.org/W2964318046","https://openalex.org/W2964347323","https://openalex.org/W2964350391","https://openalex.org/W2965398302","https://openalex.org/W2969812775","https://openalex.org/W2970283582","https://openalex.org/W2970742241","https://openalex.org/W2976793337","https://openalex.org/W2981414235","https://openalex.org/W2981747147","https://openalex.org/W2982529807","https://openalex.org/W2998175569","https://openalex.org/W3009183760","https://openalex.org/W3011730758","https://openalex.org/W3012895527","https://openalex.org/W3013206027","https://openalex.org/W3034229012","https://openalex.org/W3034366527","https://openalex.org/W3034491755","https://openalex.org/W3034541562","https://openalex.org/W3035726724","https://openalex.org/W3036247427","https://openalex.org/W3036935926","https://openalex.org/W3043321609","https://openalex.org/W3043586953","https://openalex.org/W3088132321","https://openalex.org/W3088174740","https://openalex.org/W3091129453","https://openalex.org/W3093446638","https://openalex.org/W3093767213","https://openalex.org/W3099462466","https://openalex.org/W3100153382","https://openalex.org/W3100477899","https://openalex.org/W3100956988","https://openalex.org/W3101703339","https://openalex.org/W3102331315","https://openalex.org/W3103276689","https://openalex.org/W3105195262","https://openalex.org/W3105231519","https://openalex.org/W3106459738","https://openalex.org/W3110411845","https://openalex.org/W3111345726","https://openalex.org/W3126772080","https://openalex.org/W3132016729","https://openalex.org/W3133706083","https://openalex.org/W3133870000","https://openalex.org/W3149526362","https://openalex.org/W3150574587","https://openalex.org/W3154189934","https://openalex.org/W3154484426","https://openalex.org/W3154902219","https://openalex.org/W3160823070","https://openalex.org/W3162700561","https://openalex.org/W3169446754","https://openalex.org/W3172514680","https://openalex.org/W3175016299","https://openalex.org/W3175310755","https://openalex.org/W3175684172","https://openalex.org/W3177432655","https://openalex.org/W3184735396","https://openalex.org/W3184843604","https://openalex.org/W3185820380","https://openalex.org/W3206128852","https://openalex.org/W3208283269","https://openalex.org/W4206347678","https://openalex.org/W4224035735","https://openalex.org/W4224273707","https://openalex.org/W4226182379","https://openalex.org/W4226280022","https://openalex.org/W4226317937","https://openalex.org/W4226434370","https://openalex.org/W4284688657","https://openalex.org/W4288413883","https://openalex.org/W4296591846","https://openalex.org/W4297971002","https://openalex.org/W4298125807","https://openalex.org/W4299436053","https://openalex.org/W4307827411","https://openalex.org/W4313482506","https://openalex.org/W4319300603","https://openalex.org/W4321380967","https://openalex.org/W4363672019","https://openalex.org/W4366782941","https://openalex.org/W4367046921","https://openalex.org/W4376654514","https://openalex.org/W4385260881","https://openalex.org/W4386080718","https://openalex.org/W4392846385","https://openalex.org/W4394994587","https://openalex.org/W6643167580","https://openalex.org/W6854506972"],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W426968574","https://openalex.org/W2365639220","https://openalex.org/W2382520895","https://openalex.org/W2393709043","https://openalex.org/W2080567403","https://openalex.org/W2539387137","https://openalex.org/W2374952201","https://openalex.org/W3177075132","https://openalex.org/W2340035351"],"abstract_inverted_index":{"The":[0,93],"textile":[1],"and":[2,59,84,87,114,128,152,156,173,181,186,192],"apparel":[3],"industries":[4],"have":[5,16,74,118,165],"grown":[6],"tremendously":[7],"over":[8],"the":[9,44,90,108,120,134,138,168,187],"past":[10],"few":[11],"years.":[12],"Customers":[13],"no":[14],"longer":[15],"to":[17,55,66,99,137,143],"visit":[18],"many":[19],"stores,":[20],"stand":[21],"in":[22,29,39,107,124],"long":[23],"queues,":[24],"or":[25,64,147],"try":[26],"on":[27,78,89],"garments":[28],"dressing":[30],"rooms,":[31],"as":[32],"millions":[33],"of":[34,46,80,95,103,112,158],"products":[35],"are":[36,141],"now":[37],"available":[38],"online":[40],"catalogs.":[41],"However,":[42],"given":[43],"plethora":[45],"options":[47],"available,":[48],"an":[49],"effective":[50],"recommendation":[51],"system":[52],"is":[53,98],"necessary":[54],"properly":[56],"sort,":[57],"order,":[58],"communicate":[60],"relevant":[61],"product":[62],"material":[63],"information":[65,160],"users.":[67],"Effective":[68],"fashion":[69,115,125],"recommender":[70],"systems":[71],"(RSs)":[72],"can":[73],"a":[75,101,130],"noticeable":[76],"impact":[77],"billions":[79],"customers\u2019":[81],"shopping":[82],"experiences":[83],"increase":[85],"sales":[86],"revenues":[88],"provider":[91],"side.":[92],"goal":[94],"this":[96],"survey":[97],"provide":[100],"review":[102],"RSs":[104],"that":[105,132],"operate":[106],"specific":[109],"vertical":[110],"domain":[111],"garment":[113],"products.":[116],"We":[117,164],"identified":[119,167],"most":[121,169,188],"pressing":[122],"challenges":[123],"RS":[126],"research":[127],"created":[129],"taxonomy":[131],"categorizes":[133],"literature":[135],"according":[136],"objective":[139],"they":[140],"trying":[142],"accomplish":[144],"(e.g.,":[145],"item":[146],"outfit":[148,177,183],"recommendation,":[149,151,178,180],"size":[150],"explainability,":[153],"among":[154],"others)":[155],"type":[157],"side":[159],"(users,":[161],"items,":[162],"context).":[163],"also":[166],"important":[170],"evaluation":[171,193],"goals":[172],"perspectives":[174],"(outfit":[175],"generation,":[176],"pairing":[179],"fill-in-the-blank":[182],"compatibility":[184],"prediction)":[185],"commonly":[189],"used":[190],"datasets":[191],"metrics.":[194]},"counts_by_year":[{"year":2026,"cited_by_count":7},{"year":2025,"cited_by_count":46},{"year":2024,"cited_by_count":30},{"year":2023,"cited_by_count":12},{"year":2022,"cited_by_count":5}],"updated_date":"2026-04-14T08:04:32.555800","created_date":"2025-10-10T00:00:00"}