{"id":"https://openalex.org/W3113611216","doi":"https://doi.org/10.1145/3430984.3431069","title":"Review Based Recommendations with Human-like Reasons","display_name":"Review Based Recommendations with Human-like Reasons","publication_year":2020,"publication_date":"2020-12-28","ids":{"openalex":"https://openalex.org/W3113611216","doi":"https://doi.org/10.1145/3430984.3431069","mag":"3113611216"},"language":"en","primary_location":{"is_oa":false,"landing_page_url":"https://doi.org/10.1145/3430984.3431069","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/A5001323478","display_name":"Mohamed Shamir","orcid":null},"institutions":[{"id":"https://openalex.org/I27674431","display_name":"Indian Institute of Technology Gandhinagar","ror":"https://ror.org/0036p5w23","country_code":"IN","type":"education","lineage":["https://openalex.org/I27674431"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Mohamed Shamir","raw_affiliation_strings":["Indian Institute of Technology Gandhinagar, India"],"affiliations":[{"raw_affiliation_string":"Indian Institute of Technology Gandhinagar, India","institution_ids":["https://openalex.org/I27674431"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087161080","display_name":"Arpit Kaushal","orcid":null},"institutions":[{"id":"https://openalex.org/I27674431","display_name":"Indian Institute of Technology Gandhinagar","ror":"https://ror.org/0036p5w23","country_code":"IN","type":"education","lineage":["https://openalex.org/I27674431"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Arpit Kaushal","raw_affiliation_strings":["Indian Institute of Technology Gandhinagar, India"],"affiliations":[{"raw_affiliation_string":"Indian Institute of Technology Gandhinagar, India","institution_ids":["https://openalex.org/I27674431"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109758895","display_name":"K. Deepthi Reddy","orcid":null},"institutions":[{"id":"https://openalex.org/I27674431","display_name":"Indian Institute of Technology Gandhinagar","ror":"https://ror.org/0036p5w23","country_code":"IN","type":"education","lineage":["https://openalex.org/I27674431"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Kalyan Reddy","raw_affiliation_strings":["Indian Institute of Technology Gandhinagar, India"],"affiliations":[{"raw_affiliation_string":"Indian Institute of Technology Gandhinagar, India","institution_ids":["https://openalex.org/I27674431"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040759882","display_name":"Kavita Vaishnaw","orcid":null},"institutions":[{"id":"https://openalex.org/I27674431","display_name":"Indian Institute of Technology Gandhinagar","ror":"https://ror.org/0036p5w23","country_code":"IN","type":"education","lineage":["https://openalex.org/I27674431"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Kavita Vaishnaw","raw_affiliation_strings":["Indian Institute of Technology Gandhinagar, India"],"affiliations":[{"raw_affiliation_string":"Indian Institute of Technology Gandhinagar, India","institution_ids":["https://openalex.org/I27674431"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100746900","display_name":"Mayank Singh","orcid":"https://orcid.org/0000-0001-8757-2623"},"institutions":[{"id":"https://openalex.org/I27674431","display_name":"Indian Institute of Technology Gandhinagar","ror":"https://ror.org/0036p5w23","country_code":"IN","type":"education","lineage":["https://openalex.org/I27674431"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Mayank Singh","raw_affiliation_strings":["Indian Institute of Technology Gandhinagar, India"],"affiliations":[{"raw_affiliation_string":"Indian Institute of Technology Gandhinagar, India","institution_ids":["https://openalex.org/I27674431"]}]}],"institution_assertions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":0,"max":60},"biblio":{"volume":null,"issue":null,"first_page":"429","last_page":"429"},"is_retracted":false,"is_paratext":false,"primary_topic":{"id":"https://openalex.org/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.9992,"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/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.9992,"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/T10203","display_name":"Recommender Systems and Techniques","score":0.9985,"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/T13083","display_name":"Advanced Text Analysis Techniques","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":[],"concepts":[{"id":"https://openalex.org/C2780224610","wikidata":"https://www.wikidata.org/wiki/Q1530061","display_name":"Credibility","level":2,"score":0.82077706},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.80390155},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.6804786},{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.5944724},{"id":"https://openalex.org/C41608201","wikidata":"https://www.wikidata.org/wiki/Q980509","display_name":"Embedding","level":2,"score":0.43377042},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.38102454},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.36461914},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.35682893},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.32838386},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"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/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"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/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/10.1145/3430984.3431069","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":[],"grants":[],"datasets":[],"versions":[],"referenced_works_count":6,"referenced_works":["https://openalex.org/W2037351199","https://openalex.org/W2101105183","https://openalex.org/W2971196067","https://openalex.org/W3009874600","https://openalex.org/W3032369419","https://openalex.org/W3046111474"],"related_works":["https://openalex.org/W4396769302","https://openalex.org/W3171042291","https://openalex.org/W2390961115","https://openalex.org/W2388687352","https://openalex.org/W2388138913","https://openalex.org/W2374291020","https://openalex.org/W2370187191","https://openalex.org/W2369854048","https://openalex.org/W2355907197","https://openalex.org/W1990162851"],"abstract_inverted_index":{"Recommendation":[0],"Systems":[1],"are":[2],"widely":[3],"deployed":[4],"for":[5,64,125],"all":[6],"kinds":[7],"of":[8,25,51,77],"services":[9],"across":[10],"various":[11],"websites":[12],"to":[13,38,47,60,102,112,131,140],"enhance":[14],"user":[15,105],"experience.":[16],"However,":[17,54],"existing":[18],"systems":[19],"do":[20],"not":[21],"make":[22],"efficient":[23],"use":[24,115],"text":[26,101],"data":[27],"associated":[28],"with":[29,120],"products":[30],"and":[31,36,80,97],"users,":[32],"available":[33],"as":[34],"reviews":[35],"blogs":[37],"relate":[39],"them":[40],"better.":[41],"Many":[42],"recent":[43],"works":[44,57],"have":[45,58],"tried":[46],"improve":[48],"the":[49,62,69,75,78,82,104,142],"accuracy":[50],"rating":[52],"prediction.":[53],"very":[55],"few":[56],"attempted":[59],"justify":[61],"reason":[63],"a":[65,91,99,108],"particular":[66],"recommendation.":[67],"Explaining":[68],"recommendation":[70],"would":[71],"help":[72,103],"in":[73],"gaining":[74],"trust":[76],"user,":[79],"lend":[81],"system":[83],"human-like":[84],"credibility.":[85],"In":[86],"this":[87],"paper,":[88],"we":[89],"propose":[90],"model":[92,137],"that":[93],"can":[94],"recommend":[95],"movies":[96],"generate":[98,141],"reasoning":[100,143],"understand":[106],"why":[107],"film":[109],"was":[110],"recommended":[111],"them.":[113],"We":[114],"three":[116],"parallel":[117],"neural":[118],"networks":[119],"an":[121],"enhanced":[122],"BERT":[123],"Embedding":[124],"Aspect":[126],"Based":[127],"Sentiment":[128],"Analysis":[129],"(ABSA)":[130],"predict":[132],"rating.":[133],"The":[134],"Seq2Seq":[135],"transformer":[136],"is":[138],"used":[139],"text.":[144]},"cited_by_api_url":"https://api.openalex.org/works?filter=cites:W3113611216","counts_by_year":[],"updated_date":"2024-12-26T07:33:35.899467","created_date":"2021-01-05"}