{"id":"https://openalex.org/W3037494510","doi":"https://doi.org/10.1007/s41019-020-00133-1","title":"An Interactive Network for End-to-End Review Helpfulness Modeling","display_name":"An Interactive Network for End-to-End Review Helpfulness Modeling","publication_year":2020,"publication_date":"2020-06-26","ids":{"openalex":"https://openalex.org/W3037494510","doi":"https://doi.org/10.1007/s41019-020-00133-1","mag":"3037494510"},"language":"en","primary_location":{"id":"doi:10.1007/s41019-020-00133-1","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s41019-020-00133-1","pdf_url":"https://link.springer.com/content/pdf/10.1007/s41019-020-00133-1.pdf","source":{"id":"https://openalex.org/S2486411021","display_name":"Data Science and Engineering","issn_l":"2364-1185","issn":["2364-1185","2364-1541"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Data Science and Engineering","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://link.springer.com/content/pdf/10.1007/s41019-020-00133-1.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5034544405","display_name":"Jiahua Du","orcid":"https://orcid.org/0000-0001-9676-1186"},"institutions":[{"id":"https://openalex.org/I71270174","display_name":"Victoria University","ror":"https://ror.org/04j757h98","country_code":"AU","type":"education","lineage":["https://openalex.org/I71270174"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Jiahua Du","raw_affiliation_strings":["Institute of Sustainable Industries and Liveable Cities, Victoria University, Melbourne, VIC, Australia"],"affiliations":[{"raw_affiliation_string":"Institute of Sustainable Industries and Liveable Cities, Victoria University, Melbourne, VIC, Australia","institution_ids":["https://openalex.org/I71270174"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070592633","display_name":"Liping Zheng","orcid":null},"institutions":[{"id":"https://openalex.org/I24943067","display_name":"Fudan University","ror":"https://ror.org/013q1eq08","country_code":"CN","type":"education","lineage":["https://openalex.org/I24943067"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Liping Zheng","raw_affiliation_strings":["School of Computer Science and Technology, Fudan University, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Fudan University, Shanghai, China","institution_ids":["https://openalex.org/I24943067"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108609893","display_name":"Jiantao He","orcid":null},"institutions":[{"id":"https://openalex.org/I4210145820","display_name":"Guangzhou Metro Group (China)","ror":"https://ror.org/04gfyef21","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210145820"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiantao He","raw_affiliation_strings":["Guangzhou Metro Group Co., Ltd., Guangzhou, Guangdong, China"],"affiliations":[{"raw_affiliation_string":"Guangzhou Metro Group Co., Ltd., Guangzhou, Guangdong, China","institution_ids":["https://openalex.org/I4210145820"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034724899","display_name":"Jia Rong","orcid":"https://orcid.org/0000-0002-9462-3924"},"institutions":[{"id":"https://openalex.org/I56590836","display_name":"Monash University","ror":"https://ror.org/02bfwt286","country_code":"AU","type":"education","lineage":["https://openalex.org/I56590836"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Jia Rong","raw_affiliation_strings":["Faculty of Information Technology, Monash University, Clayton, VIC, Australia"],"affiliations":[{"raw_affiliation_string":"Faculty of Information Technology, Monash University, Clayton, VIC, Australia","institution_ids":["https://openalex.org/I56590836"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100403969","display_name":"Hua Wang","orcid":"https://orcid.org/0000-0002-8465-0996"},"institutions":[{"id":"https://openalex.org/I71270174","display_name":"Victoria University","ror":"https://ror.org/04j757h98","country_code":"AU","type":"education","lineage":["https://openalex.org/I71270174"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Hua Wang","raw_affiliation_strings":["Institute of Sustainable Industries and Liveable Cities, Victoria University, Melbourne, VIC, Australia"],"affiliations":[{"raw_affiliation_string":"Institute of Sustainable Industries and Liveable Cities, Victoria University, Melbourne, VIC, Australia","institution_ids":["https://openalex.org/I71270174"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5049750015","display_name":"Yanchun Zhang","orcid":"https://orcid.org/0000-0002-5094-5980"},"institutions":[{"id":"https://openalex.org/I71270174","display_name":"Victoria University","ror":"https://ror.org/04j757h98","country_code":"AU","type":"education","lineage":["https://openalex.org/I71270174"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Yanchun Zhang","raw_affiliation_strings":["Institute of Sustainable Industries and Liveable Cities, Victoria University, Melbourne, VIC, Australia"],"affiliations":[{"raw_affiliation_string":"Institute of Sustainable Industries and Liveable Cities, Victoria University, Melbourne, VIC, Australia","institution_ids":["https://openalex.org/I71270174"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5034544405"],"corresponding_institution_ids":["https://openalex.org/I71270174"],"apc_list":null,"apc_paid":null,"fwci":1.8942,"has_fulltext":true,"cited_by_count":18,"citation_normalized_percentile":{"value":0.88856205,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"5","issue":"3","first_page":"261","last_page":"279"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.9988999962806702,"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":0.9988999962806702,"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/T10609","display_name":"Digital Marketing and Social Media","score":0.9983000159263611,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11644","display_name":"Spam and Phishing Detection","score":0.9760000109672546,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/helpfulness","display_name":"Helpfulness","score":0.9940414428710938},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8163676261901855},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.5409241318702698},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.42733627557754517},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.42040228843688965},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.40397346019744873},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.40043336153030396}],"concepts":[{"id":"https://openalex.org/C2781265381","wikidata":"https://www.wikidata.org/wiki/Q5710255","display_name":"Helpfulness","level":2,"score":0.9940414428710938},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8163676261901855},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.5409241318702698},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.42733627557754517},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.42040228843688965},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.40397346019744873},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.40043336153030396},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.0},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.0},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","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":5,"locations":[{"id":"doi:10.1007/s41019-020-00133-1","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s41019-020-00133-1","pdf_url":"https://link.springer.com/content/pdf/10.1007/s41019-020-00133-1.pdf","source":{"id":"https://openalex.org/S2486411021","display_name":"Data Science and Engineering","issn_l":"2364-1185","issn":["2364-1185","2364-1541"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Data Science and Engineering","raw_type":"journal-article"},{"id":"pmh:oai:eprints.vu.edu.au:41548","is_oa":true,"landing_page_url":"https://vuir.vu.edu.au/41548/","pdf_url":"https://vuir.vu.edu.au/41548/1/Du2020_Article_AnInteractiveNetworkForEnd-to-.pdf","source":{"id":"https://openalex.org/S4306400215","display_name":"Victoria University Research Repository (Victoria University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I41156924","host_organization_name":"Victoria University of Wellington","host_organization_lineage":["https://openalex.org/I41156924"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"PeerReviewed"},{"id":"pmh:oai:doaj.org/article:2d613ac787b14d3c9cda4e41a8b6760e","is_oa":true,"landing_page_url":"https://doaj.org/article/2d613ac787b14d3c9cda4e41a8b6760e","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Data Science and Engineering, Vol 5, Iss 3, Pp 261-279 (2020)","raw_type":"article"},{"id":"pmh:oai:monash.edu:openaire/a905f046-b9cf-495a-8679-99a9ff45abb1","is_oa":true,"landing_page_url":"https://research.monash.edu/en/publications/a905f046-b9cf-495a-8679-99a9ff45abb1","pdf_url":null,"source":{"id":"https://openalex.org/S4306402625","display_name":"Monash University Research Portal (Monash University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I56590836","host_organization_name":"Monash University","host_organization_lineage":["https://openalex.org/I56590836"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Du, J, Zheng, L, He, J, Rong, J, Wang, H & Zhang, Y 2020, 'An interactive network for end-to-end review helpfulness modeling', Data Science and Engineering, vol. 5, pp. 261\u2013279. https://doi.org/10.1007/s41019-020-00133-1","raw_type":"article"},{"id":"pmh:oai:monash.edu:publications/a905f046-b9cf-495a-8679-99a9ff45abb1","is_oa":true,"landing_page_url":"http://www.scopus.com/inward/record.url?scp=85087491304&partnerID=8YFLogxK","pdf_url":null,"source":{"id":"https://openalex.org/S4306402625","display_name":"Monash University Research Portal (Monash University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I56590836","host_organization_name":"Monash University","host_organization_lineage":["https://openalex.org/I56590836"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Du , J , Zheng , L , He , J , Rong , J , Wang , H &amp; Zhang , Y 2020 , ' An interactive network for end-to-end review helpfulness modeling ' , Data Science and Engineering , vol. 5 , pp. 261\u2013279 . https://doi.org/10.1007/s41019-020-00133-1","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1007/s41019-020-00133-1","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s41019-020-00133-1","pdf_url":"https://link.springer.com/content/pdf/10.1007/s41019-020-00133-1.pdf","source":{"id":"https://openalex.org/S2486411021","display_name":"Data Science and Engineering","issn_l":"2364-1185","issn":["2364-1185","2364-1541"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Data Science and Engineering","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.6200000047683716,"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3037494510.pdf","grobid_xml":"https://content.openalex.org/works/W3037494510.grobid-xml"},"referenced_works_count":70,"referenced_works":["https://openalex.org/W1130813113","https://openalex.org/W1522301498","https://openalex.org/W1533861849","https://openalex.org/W1598796236","https://openalex.org/W1671770126","https://openalex.org/W1832693441","https://openalex.org/W1938755728","https://openalex.org/W1956724691","https://openalex.org/W1967025894","https://openalex.org/W1982425106","https://openalex.org/W1999615887","https://openalex.org/W2019697586","https://openalex.org/W2019983800","https://openalex.org/W2075964046","https://openalex.org/W2079823081","https://openalex.org/W2080013587","https://openalex.org/W2087294982","https://openalex.org/W2094800553","https://openalex.org/W2120615054","https://openalex.org/W2121392694","https://openalex.org/W2134353060","https://openalex.org/W2146492580","https://openalex.org/W2153579005","https://openalex.org/W2157331557","https://openalex.org/W2158899491","https://openalex.org/W2187089797","https://openalex.org/W2194775991","https://openalex.org/W2212549795","https://openalex.org/W2250539671","https://openalex.org/W2250790948","https://openalex.org/W2278526461","https://openalex.org/W2293053097","https://openalex.org/W2338561293","https://openalex.org/W2465157137","https://openalex.org/W2476556211","https://openalex.org/W2539161094","https://openalex.org/W2573059658","https://openalex.org/W2576371819","https://openalex.org/W2601994823","https://openalex.org/W2611726225","https://openalex.org/W2750466013","https://openalex.org/W2780946198","https://openalex.org/W2788376297","https://openalex.org/W2793787528","https://openalex.org/W2799863687","https://openalex.org/W2803940518","https://openalex.org/W2804582864","https://openalex.org/W2883322988","https://openalex.org/W2886409580","https://openalex.org/W2889117403","https://openalex.org/W2890737193","https://openalex.org/W2892024410","https://openalex.org/W2895156792","https://openalex.org/W2898342438","https://openalex.org/W2911594722","https://openalex.org/W2913356191","https://openalex.org/W2915177913","https://openalex.org/W2917544878","https://openalex.org/W2930377639","https://openalex.org/W2951559648","https://openalex.org/W2963970792","https://openalex.org/W2986728144","https://openalex.org/W2989536702","https://openalex.org/W2994658578","https://openalex.org/W3098649723","https://openalex.org/W3124946654","https://openalex.org/W3125189097","https://openalex.org/W3125216504","https://openalex.org/W3141714916","https://openalex.org/W4297971002"],"related_works":["https://openalex.org/W2613921548","https://openalex.org/W4285360723","https://openalex.org/W2002563848","https://openalex.org/W4281847990","https://openalex.org/W2488228222","https://openalex.org/W3037056935","https://openalex.org/W2934621214","https://openalex.org/W1498449133","https://openalex.org/W2611407113","https://openalex.org/W2092282862"],"abstract_inverted_index":{"Abstract":[0],"Review":[1],"helpfulness":[2,21,78,119],"prediction":[3],"aims":[4,59],"to":[5,50,60,71,134],"prioritize":[6],"online":[7],"reviews":[8],"by":[9],"quality.":[10],"Existing":[11],"methods":[12],"largely":[13],"combine":[14],"review":[15,41,96,118],"texts":[16],"and":[17,120,129,139],"star":[18,24,86],"ratings":[19,25,87],"for":[20,77],"prediction.":[22],"However,":[23],"are":[26,132],"used":[27],"in":[28],"a":[29,44],"way":[30],"that":[31,113],"has":[32,48],"either":[33],"little":[34],"representation":[35,83],"capacity":[36,84],"or":[37],"limited":[38],"interaction":[39,75],"with":[40],"texts.":[42,97],"As":[43],"result,":[45],"rating":[46,93],"information":[47,94],"yet":[49],"be":[51],"fully":[52],"exploited":[53],"during":[54],"the":[55,62,73,82,90,106,122,125,140],"combination.":[56],"This":[57],"paper":[58],"overcome":[61],"two":[63],"drawbacks.":[64],"A":[65],"deep":[66],"interactive":[67],"architecture":[68],"is":[69,99],"proposed":[70],"learn":[72],"text\u2013rating":[74],"(TRI)":[76],"modeling.":[79],"TRI":[80,98,114],"enlarges":[81],"of":[85,92,105,124],"while":[88],"enhancing":[89],"influence":[91],"on":[95,101],"evaluated":[100],"six":[102],"real-world":[103],"domains":[104],"Amazon":[107],"5-Core":[108],"dataset.":[109],"Extensive":[110],"experiments":[111],"demonstrate":[112],"can":[115],"better":[116],"predict":[117],"beat":[121],"state":[123],"art.":[126],"Ablation":[127],"studies":[128],"qualitative":[130],"analysis":[131],"provided":[133],"further":[135],"understand":[136],"model":[137],"behaviors":[138],"learned":[141],"parameters.":[142]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":6},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":5},{"year":2020,"cited_by_count":1}],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2025-10-10T00:00:00"}
