{"id":"https://openalex.org/W4297102159","doi":"https://doi.org/10.1145/3539637.3557002","title":"Aspect-Based Summarization: An Approach With Different Levels of Details to Explain Recommendations","display_name":"Aspect-Based Summarization: An Approach With Different Levels of Details to Explain Recommendations","publication_year":2022,"publication_date":"2022-09-26","ids":{"openalex":"https://openalex.org/W4297102159","doi":"https://doi.org/10.1145/3539637.3557002"},"language":"en","primary_location":{"id":"doi:10.1145/3539637.3557002","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3539637.3557002","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Brazilian Symposium on Multimedia and the Web","raw_type":"proceedings-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/A5039055824","display_name":"Luan Soares de Souza","orcid":"https://orcid.org/0000-0002-1976-1526"},"institutions":[{"id":"https://openalex.org/I17974374","display_name":"Universidade de S\u00e3o Paulo","ror":"https://ror.org/036rp1748","country_code":"BR","type":"education","lineage":["https://openalex.org/I17974374"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Luan Soares de Souza","raw_affiliation_strings":["Mathematics and Computer Science Institute, University of S\u00e3o Paulo, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Mathematics and Computer Science Institute, University of S\u00e3o Paulo, Brazil","institution_ids":["https://openalex.org/I17974374"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5091083068","display_name":"Marcelo Garcia Manzato","orcid":"https://orcid.org/0000-0003-3215-6918"},"institutions":[{"id":"https://openalex.org/I17974374","display_name":"Universidade de S\u00e3o Paulo","ror":"https://ror.org/036rp1748","country_code":"BR","type":"education","lineage":["https://openalex.org/I17974374"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Marcelo Garcia Manzato","raw_affiliation_strings":["Mathematics and Computer Science Institute, University of S\u00e3o Paulo, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Mathematics and Computer Science Institute, University of S\u00e3o Paulo, Brazil","institution_ids":["https://openalex.org/I17974374"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.4162,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.68588131,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"202","last_page":"210"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13083","display_name":"Advanced Text Analysis Techniques","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"}},"topics":[{"id":"https://openalex.org/T13083","display_name":"Advanced Text Analysis Techniques","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/T10028","display_name":"Topic Modeling","score":0.9987999796867371,"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/T10215","display_name":"Semantic Web and Ontologies","score":0.9952999949455261,"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/automatic-summarization","display_name":"Automatic summarization","score":0.9189798831939697},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6698867678642273},{"id":"https://openalex.org/keywords/multi-document-summarization","display_name":"Multi-document summarization","score":0.4180058538913727},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.37508708238601685},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.36545515060424805},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.3201378285884857}],"concepts":[{"id":"https://openalex.org/C170858558","wikidata":"https://www.wikidata.org/wiki/Q1394144","display_name":"Automatic summarization","level":2,"score":0.9189798831939697},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6698867678642273},{"id":"https://openalex.org/C134714966","wikidata":"https://www.wikidata.org/wiki/Q6934448","display_name":"Multi-document summarization","level":3,"score":0.4180058538913727},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.37508708238601685},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.36545515060424805},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.3201378285884857}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3539637.3557002","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3539637.3557002","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Brazilian Symposium on Multimedia and the Web","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","display_name":"Peace, Justice and strong institutions","score":0.7900000214576721}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":21,"referenced_works":["https://openalex.org/W1690919088","https://openalex.org/W2027731328","https://openalex.org/W2298442474","https://openalex.org/W2740656274","https://openalex.org/W2781528640","https://openalex.org/W2798435682","https://openalex.org/W2860751629","https://openalex.org/W2892737606","https://openalex.org/W2915495256","https://openalex.org/W2955073982","https://openalex.org/W2963341956","https://openalex.org/W2964061924","https://openalex.org/W2970641574","https://openalex.org/W3035043191","https://openalex.org/W3040323576","https://openalex.org/W3101366597","https://openalex.org/W3107713489","https://openalex.org/W3153621364","https://openalex.org/W4205742210","https://openalex.org/W4239019441","https://openalex.org/W4297971002"],"related_works":["https://openalex.org/W3164984162","https://openalex.org/W2104677027","https://openalex.org/W2902627734","https://openalex.org/W2112885393","https://openalex.org/W2173208124","https://openalex.org/W2568827738","https://openalex.org/W1990695371","https://openalex.org/W2365100044","https://openalex.org/W2099859325","https://openalex.org/W2474342320"],"abstract_inverted_index":{"Recommender":[0],"systems":[1],"have":[2],"become":[3],"crucial":[4],"since":[5],"they":[6],"appeared,":[7],"helping":[8],"users":[9,21,102],"make":[10,43],"decisions.":[11],"Commonly,":[12],"recommendation":[13],"algorithms":[14],"use":[15],"the":[16,26,40,49,54,105,123,178,192],"historical":[17],"interaction":[18],"data":[19,76],"between":[20],"and":[22,29,80,191],"items":[23,172],"to":[24,42,52,110,132,155,167],"predict":[25],"users\u2019":[27,78,159],"tastes":[28],"suggest":[30],"new":[31],"items.":[32],"However,":[33,88],"offering":[34,89],"recommendations":[35,66],"sometimes":[36],"is":[37,165],"insufficient":[38],"for":[39],"user":[41],"a":[44],"decision.":[45],"In":[46,125],"this":[47,126,162],"way,":[48],"recommendations\u2019":[50],"explanation":[51,183],"support":[53],"decision-making":[55],"process":[56],"has":[57],"been":[58],"considered":[59],"an":[60,129,145],"essential":[61],"property.":[62],"The":[63],"explanations":[64,91,112,169],"of":[65,138,153,170],"can":[67],"be":[68,94,108],"generated":[69],"from":[70,158],"different":[71,136,174],"resources,":[72],"such":[73,85],"as":[74,86,140],"unstructured":[75],"(e.g.,":[77],"reviews),":[79],"presented":[81],"in":[82,96],"many":[83],"ways,":[84],"summarization.":[87],"static":[90],"may":[92,107],"not":[93,120],"helpful":[95],"several":[97],"situations.":[98],"For":[99],"example,":[100],"some":[101],"familiar":[103],"with":[104,113,122,135,150,173],"content":[106],"willing":[109],"receive":[111],"fewer":[114],"details":[115],"than":[116],"others":[117],"who":[118],"are":[119,194],"acquainted":[121],"domain.":[124],"context,":[127],"we":[128],"approach":[130,149],"propose":[131],"generate":[133],"summaries":[134],"levels":[137],"detail":[139],"post-hoc":[141],"explanations.":[142],"We":[143],"used":[144,166],"aspect-based":[146],"extractive":[147],"summarization":[148],"hierarchical":[151,163],"clustering":[152],"aspects":[154],"select":[156],"sentences":[157],"reviews.":[160],"Then,":[161],"structure":[164],"create":[168],"recommended":[171],"lengths,":[175],"depending":[176],"on":[177],"user\u2019s":[179],"preferences.":[180],"Our":[181],"dynamic":[182],"system":[184],"was":[185],"evaluated":[186],"against":[187],"two":[188],"state-of-art":[189],"baselines,":[190],"results":[193],"promising.":[195]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
