{"id":"https://openalex.org/W4324093883","doi":"https://doi.org/10.3390/systems11030148","title":"Online-Review-Driven Products Ranking: A Hybrid Approach","display_name":"Online-Review-Driven Products Ranking: A Hybrid Approach","publication_year":2023,"publication_date":"2023-03-12","ids":{"openalex":"https://openalex.org/W4324093883","doi":"https://doi.org/10.3390/systems11030148"},"language":"en","primary_location":{"id":"doi:10.3390/systems11030148","is_oa":true,"landing_page_url":"https://doi.org/10.3390/systems11030148","pdf_url":"https://www.mdpi.com/2079-8954/11/3/148/pdf?version=1678701464","source":{"id":"https://openalex.org/S4210219410","display_name":"Systems","issn_l":"2079-8954","issn":["2079-8954"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2079-8954/11/3/148/pdf?version=1678701464","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5055101551","display_name":"Shaojian Qu","orcid":"https://orcid.org/0000-0002-4746-270X"},"institutions":[{"id":"https://openalex.org/I200845125","display_name":"Nanjing University of Information Science and Technology","ror":"https://ror.org/02y0rxk19","country_code":"CN","type":"education","lineage":["https://openalex.org/I200845125"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shaojian Qu","raw_affiliation_strings":["School of Management Science and Engineering, Nanjing University of Information Science and Technology, Nanjing 210044, China"],"raw_orcid":"https://orcid.org/0000-0002-4746-270X","affiliations":[{"raw_affiliation_string":"School of Management Science and Engineering, Nanjing University of Information Science and Technology, Nanjing 210044, China","institution_ids":["https://openalex.org/I200845125"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100354543","display_name":"Yang Zhang","orcid":"https://orcid.org/0000-0001-5121-1105"},"institutions":[{"id":"https://openalex.org/I148128674","display_name":"University of Shanghai for Science and Technology","ror":"https://ror.org/00ay9v204","country_code":"CN","type":"education","lineage":["https://openalex.org/I148128674"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yang Zhang","raw_affiliation_strings":["School of Science, University of Shanghai for Science and Technology, Shanghai 200093, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Science, University of Shanghai for Science and Technology, Shanghai 200093, China","institution_ids":["https://openalex.org/I148128674"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018213183","display_name":"Ying Ji","orcid":"https://orcid.org/0000-0002-2985-6449"},"institutions":[{"id":"https://openalex.org/I113940042","display_name":"Shanghai University","ror":"https://ror.org/006teas31","country_code":"CN","type":"education","lineage":["https://openalex.org/I113940042"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Ying Ji","raw_affiliation_strings":["School of Management, Shanghai University, Shanghai 200444, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Management, Shanghai University, Shanghai 200444, China","institution_ids":["https://openalex.org/I113940042"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019319954","display_name":"Zheng Wang","orcid":"https://orcid.org/0000-0003-0608-8093"},"institutions":[{"id":"https://openalex.org/I200845125","display_name":"Nanjing University of Information Science and Technology","ror":"https://ror.org/02y0rxk19","country_code":"CN","type":"education","lineage":["https://openalex.org/I200845125"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zheng Wang","raw_affiliation_strings":["School of Management Science and Engineering, Nanjing University of Information Science and Technology, Nanjing 210044, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Management Science and Engineering, Nanjing University of Information Science and Technology, Nanjing 210044, China","institution_ids":["https://openalex.org/I200845125"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5031043383","display_name":"Ruijuan Geng","orcid":null},"institutions":[{"id":"https://openalex.org/I148128674","display_name":"University of Shanghai for Science and Technology","ror":"https://ror.org/00ay9v204","country_code":"CN","type":"education","lineage":["https://openalex.org/I148128674"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ruijuan Geng","raw_affiliation_strings":["School of Science, University of Shanghai for Science and Technology, Shanghai 200093, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Science, University of Shanghai for Science and Technology, Shanghai 200093, China","institution_ids":["https://openalex.org/I148128674"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5018213183"],"corresponding_institution_ids":["https://openalex.org/I113940042"],"apc_list":{"value":1600,"currency":"CHF","value_usd":1782},"apc_paid":{"value":1600,"currency":"CHF","value_usd":1782},"fwci":1.0548,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.8023187,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":98},"biblio":{"volume":"11","issue":"3","first_page":"148","last_page":"148"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.9991000294685364,"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":0.9991000294685364,"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":0.9979000091552734,"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/T10203","display_name":"Recommender Systems and Techniques","score":0.9746999740600586,"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/computer-science","display_name":"Computer science","score":0.7451881766319275},{"id":"https://openalex.org/keywords/ranking","display_name":"Ranking (information retrieval)","score":0.5988628268241882},{"id":"https://openalex.org/keywords/transformer","display_name":"Transformer","score":0.5644082427024841},{"id":"https://openalex.org/keywords/rank","display_name":"Rank (graph theory)","score":0.5476391315460205},{"id":"https://openalex.org/keywords/encoder","display_name":"Encoder","score":0.5445908904075623},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.5067105889320374},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.4768163561820984},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.41361477971076965},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4009706377983093},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3590337932109833},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.10417425632476807},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.08723899722099304}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7451881766319275},{"id":"https://openalex.org/C189430467","wikidata":"https://www.wikidata.org/wiki/Q7293293","display_name":"Ranking (information retrieval)","level":2,"score":0.5988628268241882},{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.5644082427024841},{"id":"https://openalex.org/C164226766","wikidata":"https://www.wikidata.org/wiki/Q7293202","display_name":"Rank (graph theory)","level":2,"score":0.5476391315460205},{"id":"https://openalex.org/C118505674","wikidata":"https://www.wikidata.org/wiki/Q42586063","display_name":"Encoder","level":2,"score":0.5445908904075623},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.5067105889320374},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.4768163561820984},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.41361477971076965},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4009706377983093},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3590337932109833},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.10417425632476807},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.08723899722099304},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","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/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","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/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","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}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3390/systems11030148","is_oa":true,"landing_page_url":"https://doi.org/10.3390/systems11030148","pdf_url":"https://www.mdpi.com/2079-8954/11/3/148/pdf?version=1678701464","source":{"id":"https://openalex.org/S4210219410","display_name":"Systems","issn_l":"2079-8954","issn":["2079-8954"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Systems","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:30726206d0274a63b03e5d7f0bc4e987","is_oa":true,"landing_page_url":"https://doaj.org/article/30726206d0274a63b03e5d7f0bc4e987","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Systems, Vol 11, Iss 3, p 148 (2023)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/2079-8954/11/3/148/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/systems11030148","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"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":"Systems; Volume 11; Issue 3; Pages: 148","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/systems11030148","is_oa":true,"landing_page_url":"https://doi.org/10.3390/systems11030148","pdf_url":"https://www.mdpi.com/2079-8954/11/3/148/pdf?version=1678701464","source":{"id":"https://openalex.org/S4210219410","display_name":"Systems","issn_l":"2079-8954","issn":["2079-8954"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Systems","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4324093883.pdf"},"referenced_works_count":48,"referenced_works":["https://openalex.org/W2016389981","https://openalex.org/W2022518407","https://openalex.org/W2040920346","https://openalex.org/W2049274974","https://openalex.org/W2086389500","https://openalex.org/W2160021187","https://openalex.org/W2550799801","https://openalex.org/W2556605533","https://openalex.org/W2606902231","https://openalex.org/W2751040599","https://openalex.org/W2774008574","https://openalex.org/W2791275011","https://openalex.org/W2809464702","https://openalex.org/W2883656494","https://openalex.org/W2885574217","https://openalex.org/W2885719698","https://openalex.org/W2897533644","https://openalex.org/W2911295418","https://openalex.org/W2911576302","https://openalex.org/W2914890532","https://openalex.org/W2917610441","https://openalex.org/W2923528470","https://openalex.org/W2958525499","https://openalex.org/W2962933419","https://openalex.org/W2964164182","https://openalex.org/W2965173796","https://openalex.org/W2971751155","https://openalex.org/W2982638854","https://openalex.org/W3005765040","https://openalex.org/W3016858559","https://openalex.org/W3033532169","https://openalex.org/W3045907078","https://openalex.org/W3049715126","https://openalex.org/W3092910147","https://openalex.org/W3107568551","https://openalex.org/W3112185976","https://openalex.org/W3192230747","https://openalex.org/W3192608490","https://openalex.org/W4200295566","https://openalex.org/W4225983683","https://openalex.org/W4285104603","https://openalex.org/W4292078529","https://openalex.org/W4297008808","https://openalex.org/W4306404534","https://openalex.org/W4310202185","https://openalex.org/W4320729785","https://openalex.org/W6752581936","https://openalex.org/W6758620931"],"related_works":["https://openalex.org/W4390516098","https://openalex.org/W2181948922","https://openalex.org/W2384362569","https://openalex.org/W2188500270","https://openalex.org/W2303858293","https://openalex.org/W2142795561","https://openalex.org/W2915512527","https://openalex.org/W51364034","https://openalex.org/W4205302943","https://openalex.org/W3160516639"],"abstract_inverted_index":{"Online":[0],"customer":[1,93],"reviews":[2],"(OCRs)":[3],"are":[4,122],"the":[5,11,64,99,112,117,160],"real":[6],"feelings":[7],"of":[8,13,40,82,105,115,127,162],"customers":[9],"in":[10,95,108],"process":[12],"using":[14],"products,":[15,116],"which":[16,153],"have":[17],"great":[18],"reference":[19],"value":[20],"for":[21,30,73],"potential":[22],"customers\u2019":[23],"purchase":[24,45],"decisions.":[25,174],"However,":[26],"it":[27],"is":[28,137],"difficult":[29],"consumers":[31,170],"to":[32,53,110,124,139],"extract":[33],"helpful":[34],"information":[35],"from":[36,69],"very":[37],"large":[38],"numbers":[39],"OCRs.":[41,58,106],"To":[42],"support":[43],"consumers\u2019":[44,165],"decisions,":[46],"this":[47,60],"paper":[48],"proposes":[49],"a":[50,85,146],"hybrid":[51],"method":[52,136,157],"rank":[54,140],"alternative":[55],"products":[56],"through":[57],"In":[59],"method,":[61],"we":[62,144],"use":[63],"fine-grained":[65],"Bidirectional":[66],"Encoder":[67],"Representation":[68],"Transformers":[70],"(BERT)":[71],"model":[72],"aspect-level":[74],"sentiment":[75],"analysis":[76],"(SA)":[77],"and":[78,97,119,149,168],"convert":[79],"SA":[80],"results":[81,114],"sub-criteria":[83],"into":[84],"corresponding":[86],"interval":[87,132],"intuitionistic":[88,133],"fuzzy":[89,134],"number,":[90],"accurately":[91,163],"extracting":[92],"satisfaction":[94],"OCRs":[96],"reducing":[98],"errors":[100],"caused":[101],"by":[102],"different":[103],"amounts":[104],"Furthermore,":[107],"order":[109],"obtain":[111],"ranking":[113],"subjective":[118],"objective":[120],"weights":[121],"combined":[123],"determine":[125],"weight":[126],"feature.":[128],"Subsequently,":[129],"an":[130],"improved":[131],"VIKOR":[135],"proposed":[138],"mobile":[141],"games.":[142],"Finally,":[143],"conduct":[145],"case":[147],"study":[148],"make":[150,171],"some":[151],"comparisons,":[152],"show":[154],"that":[155],"our":[156],"can":[158],"reduce":[159],"complexity":[161],"obtaining":[164],"personal":[166],"preferences":[167],"help":[169],"more":[172],"accurate":[173]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":2}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}
