{"id":"https://openalex.org/W4387337548","doi":"https://doi.org/10.1145/3617023.3617050","title":"A Survey on Review - Aware Recommendation Systems","display_name":"A Survey on Review - Aware Recommendation Systems","publication_year":2023,"publication_date":"2023-10-04","ids":{"openalex":"https://openalex.org/W4387337548","doi":"https://doi.org/10.1145/3617023.3617050"},"language":"en","primary_location":{"is_oa":false,"landing_page_url":"https://doi.org/10.1145/3617023.3617050","pdf_url":null,"source":null,"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false},"type":"article","type_crossref":"proceedings-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/A5091772753","display_name":"Guilherme Bittencourt","orcid":"https://orcid.org/0009-0007-1198-3785"},"institutions":[{"id":"https://openalex.org/I166595947","display_name":"Federal University of S\u00e3o Jo\u00e3o del-Rei","ror":"https://ror.org/03vrj4p82","country_code":"BR","type":"education","lineage":["https://openalex.org/I166595947"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Guilherme Bittencourt","raw_affiliation_strings":["Universidade Federal de S\u00e3o Jo\u00e3o del-Rei, Brazil"],"affiliations":[{"raw_affiliation_string":"Universidade Federal de S\u00e3o Jo\u00e3o del-Rei, Brazil","institution_ids":["https://openalex.org/I166595947"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070081136","display_name":"Guilherme Fonseca","orcid":"https://orcid.org/0009-0000-7862-8701"},"institutions":[{"id":"https://openalex.org/I166595947","display_name":"Federal University of S\u00e3o Jo\u00e3o del-Rei","ror":"https://ror.org/03vrj4p82","country_code":"BR","type":"education","lineage":["https://openalex.org/I166595947"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Guilherme Fonseca","raw_affiliation_strings":["Universidade Federal de S\u00e3o Jo\u00e3o del-Rei, Brazil"],"affiliations":[{"raw_affiliation_string":"Universidade Federal de S\u00e3o Jo\u00e3o del-Rei, Brazil","institution_ids":["https://openalex.org/I166595947"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5092357333","display_name":"Yan Andrade","orcid":"https://orcid.org/0009-0003-7243-4705"},"institutions":[{"id":"https://openalex.org/I166595947","display_name":"Federal University of S\u00e3o Jo\u00e3o del-Rei","ror":"https://ror.org/03vrj4p82","country_code":"BR","type":"education","lineage":["https://openalex.org/I166595947"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Yan Andrade","raw_affiliation_strings":["Universidade Federal de S\u00e3o Jo\u00e3o del-Rei, Brazil"],"affiliations":[{"raw_affiliation_string":"Universidade Federal de S\u00e3o Jo\u00e3o del-Rei, Brazil","institution_ids":["https://openalex.org/I166595947"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078101803","display_name":"N\u00edcollas Silva","orcid":"https://orcid.org/0000-0003-4393-3348"},"institutions":[{"id":"https://openalex.org/I110200422","display_name":"Universidade Federal de Minas Gerais","ror":"https://ror.org/0176yjw32","country_code":"BR","type":"education","lineage":["https://openalex.org/I110200422"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"N\u00edcollas Silva","raw_affiliation_strings":["Universidade Federal de Minas Gerais, Brazil"],"affiliations":[{"raw_affiliation_string":"Universidade Federal de Minas Gerais, Brazil","institution_ids":["https://openalex.org/I110200422"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5087565388","display_name":"Leonardo Rocha","orcid":"https://orcid.org/0000-0002-4913-4902"},"institutions":[{"id":"https://openalex.org/I166595947","display_name":"Federal University of S\u00e3o Jo\u00e3o del-Rei","ror":"https://ror.org/03vrj4p82","country_code":"BR","type":"education","lineage":["https://openalex.org/I166595947"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Leonardo Rocha","raw_affiliation_strings":["Universidade Federal de S\u00e3o Jo\u00e3o del-Rei, Brazil"],"affiliations":[{"raw_affiliation_string":"Universidade Federal de S\u00e3o Jo\u00e3o del-Rei, Brazil","institution_ids":["https://openalex.org/I166595947"]}]}],"institution_assertions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.91,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.745318,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":67,"max":78},"biblio":{"volume":"35","issue":null,"first_page":"198","last_page":"207"},"is_retracted":false,"is_paratext":false,"primary_topic":{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9997,"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":0.9997,"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/T12101","display_name":"Advanced Bandit Algorithms Research","score":0.9927,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.9917,"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/rss","display_name":"RSS","score":0.86575013},{"id":"https://openalex.org/keywords/very-large-database","display_name":"Very large database","score":0.5436555},{"id":"https://openalex.org/keywords/relevance","display_name":"Relevance","score":0.46025667}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.87061083},{"id":"https://openalex.org/C2385561","wikidata":"https://www.wikidata.org/wiki/Q45432","display_name":"RSS","level":2,"score":0.86575013},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.65891534},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.6569872},{"id":"https://openalex.org/C23549232","wikidata":"https://www.wikidata.org/wiki/Q3556311","display_name":"Very large database","level":2,"score":0.5436555},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.50767434},{"id":"https://openalex.org/C158154518","wikidata":"https://www.wikidata.org/wiki/Q7310970","display_name":"Relevance (law)","level":2,"score":0.46025667},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.45889},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.45385346},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.41999593},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.40986305},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.38426772},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3088808},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.2769227},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.07616818},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"is_oa":false,"landing_page_url":"https://doi.org/10.1145/3617023.3617050","pdf_url":null,"source":null,"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.49,"display_name":"Quality education","id":"https://metadata.un.org/sdg/4"}],"grants":[],"datasets":[],"versions":[],"referenced_works_count":80,"referenced_works":["https://openalex.org/W1503398984","https://openalex.org/W1849277567","https://openalex.org/W1971040550","https://openalex.org/W2028988057","https://openalex.org/W2037351199","https://openalex.org/W2061873838","https://openalex.org/W2116959421","https://openalex.org/W2135790056","https://openalex.org/W2142972908","https://openalex.org/W2152184085","https://openalex.org/W2157881433","https://openalex.org/W2169818249","https://openalex.org/W2250539671","https://openalex.org/W2337403844","https://openalex.org/W2418053903","https://openalex.org/W2515144511","https://openalex.org/W2575006718","https://openalex.org/W2583875861","https://openalex.org/W2586627508","https://openalex.org/W2606749808","https://openalex.org/W2654982261","https://openalex.org/W2742657630","https://openalex.org/W2743904806","https://openalex.org/W2749348810","https://openalex.org/W2767724106","https://openalex.org/W2782111139","https://openalex.org/W2788376297","https://openalex.org/W2788893025","https://openalex.org/W2788953034","https://openalex.org/W2802187397","https://openalex.org/W2808668898","https://openalex.org/W2894196154","https://openalex.org/W2897660518","https://openalex.org/W2899626049","https://openalex.org/W2903574258","https://openalex.org/W2907492528","https://openalex.org/W2937484199","https://openalex.org/W2946777347","https://openalex.org/W2947431935","https://openalex.org/W2947936100","https://openalex.org/W2949655105","https://openalex.org/W2955576045","https://openalex.org/W2962986764","https://openalex.org/W2963367478","https://openalex.org/W2964961855","https://openalex.org/W2975356217","https://openalex.org/W2980207454","https://openalex.org/W2991420365","https://openalex.org/W2997892038","https://openalex.org/W3012513113","https://openalex.org/W3012607120","https://openalex.org/W3014675721","https://openalex.org/W3015688946","https://openalex.org/W3034464816","https://openalex.org/W3043381552","https://openalex.org/W3081361466","https://openalex.org/W3087752076","https://openalex.org/W3088724481","https://openalex.org/W3092434217","https://openalex.org/W3100921056","https://openalex.org/W3106050203","https://openalex.org/W3108433857","https://openalex.org/W3138731621","https://openalex.org/W3139642025","https://openalex.org/W3153325943","https://openalex.org/W3153432523","https://openalex.org/W3157974261","https://openalex.org/W3163325638","https://openalex.org/W3164058483","https://openalex.org/W3170682786","https://openalex.org/W3175529606","https://openalex.org/W3211329030","https://openalex.org/W39762900","https://openalex.org/W4200626973","https://openalex.org/W4214443","https://openalex.org/W4225109328","https://openalex.org/W4239019441","https://openalex.org/W4294557431","https://openalex.org/W4306168996","https://openalex.org/W4327808327"],"related_works":["https://openalex.org/W426968574","https://openalex.org/W3177075132","https://openalex.org/W2539387137","https://openalex.org/W2393709043","https://openalex.org/W2385449752","https://openalex.org/W2382520895","https://openalex.org/W2374952201","https://openalex.org/W2374808384","https://openalex.org/W2365639220","https://openalex.org/W2080567403"],"abstract_inverted_index":{"Current":[0],"advances":[1],"in":[2,14,76,130,149],"Deep":[3],"Neural":[4],"Networks":[5],"have":[6,71,179],"motivated":[7],"recent":[8],"studies":[9],"to":[10,96,109],"return":[11],"their":[12,52,87],"interest":[13],"Review-Aware":[15],"Recommender":[16],"Systems":[17],"(RSs).":[18],"In":[19],"this":[20,60,134,136],"sense,":[21],"we":[22,54,70,153],"employ":[23],"a":[24,93,155],"systematic":[25],"mapping":[26],"approach":[27],"by":[28,62],"selecting":[29],"56":[30],"papers":[31],"published":[32],"on":[33,176],"the":[34,38,77,104,107,111,131,145,150,182],"main":[35],"vehicles":[36],"of":[37,59,81,114],"area,":[39],"such":[40],"as":[41],"RecSys,":[42],"VLDB,":[43],"SIGIR,":[44],"and":[45,50,67,126,161],"others.":[46],"Reading":[47],"these":[48,82],"works":[49,83],"synthesising":[51],"achievements,":[53],"provide":[55,86],"an":[56,140],"updated":[57],"picture":[58],"field":[61],"highlighting":[63],"relevant":[64],"outcomes,":[65],"contributions,":[66],"limitations.":[68],"Especially,":[69],"identified":[72],"two":[73],"huge":[74],"limitations":[75],"area.":[78],"First,":[79],"many":[80,117],"do":[84],"not":[85],"code":[88],"sources.":[89],"Second,":[90],"there":[91],"is":[92],"prevalent":[94],"tendency":[95],"prioritize":[97],"accuracy":[98],"above":[99],"other":[100],"quality":[101],"dimensions,":[102],"despite":[103],"consensus":[105],"within":[106],"community":[108],"assess":[110],"practical":[112],"effectiveness":[113],"RSs":[115,174],"through":[116,158],"metrics.":[118,162],"Both":[119],"observations":[120],"create":[121],"constraints":[122],"that":[123,143,166],"restrict":[124],"reproducibility":[125],"hinder":[127],"straightforward":[128],"comparisons":[129],"field.":[132],"Addressing":[133],"gap,":[135],"work":[137],"also":[138],"provides":[139],"open-source":[141],"library":[142],"compiles":[144],"principal":[146],"strategies":[147],"proposed":[148],"literature.":[151],"Furthermore,":[152],"conducted":[154],"comprehensive":[156],"evaluation":[157],"several":[159],"datasets":[160],"Our":[163],"findings":[164],"indicate":[165],"while":[167],"no":[168],"single":[169],"algorithm":[170],"demonstrates":[171],"absolute":[172],"superiority,":[173],"based":[175],"neural":[177],"networks":[178],"particularly":[180],"exhibited":[181],"most":[183],"competitive":[184],"performance.":[185]},"cited_by_api_url":"https://api.openalex.org/works?filter=cites:W4387337548","counts_by_year":[{"year":2024,"cited_by_count":1}],"updated_date":"2025-01-02T14:52:15.415506","created_date":"2023-10-05"}