{"id":"https://openalex.org/W2976557056","doi":"https://doi.org/10.3390/info10100295","title":"Profiling and Predicting the Cumulative Helpfulness (Quality) of Crowd-Sourced Reviews","display_name":"Profiling and Predicting the Cumulative Helpfulness (Quality) of Crowd-Sourced Reviews","publication_year":2019,"publication_date":"2019-09-24","ids":{"openalex":"https://openalex.org/W2976557056","doi":"https://doi.org/10.3390/info10100295","mag":"2976557056"},"language":"en","primary_location":{"id":"doi:10.3390/info10100295","is_oa":true,"landing_page_url":"https://doi.org/10.3390/info10100295","pdf_url":"https://www.mdpi.com/2078-2489/10/10/295/pdf","source":{"id":"https://openalex.org/S4210219776","display_name":"Information","issn_l":"2078-2489","issn":["2078-2489"],"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":"Information","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2078-2489/10/10/295/pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5012666416","display_name":"Muhammad Bilal","orcid":"https://orcid.org/0000-0002-9827-5023"},"institutions":[{"id":"https://openalex.org/I4210143550","display_name":"Taylor's University","ror":"https://ror.org/0498pcx51","country_code":"MY","type":"education","lineage":["https://openalex.org/I4210143550"]}],"countries":["MY"],"is_corresponding":true,"raw_author_name":"Muhammad Bilal","raw_affiliation_strings":["Centre for Data Science and Analytics (C4DSA), Taylor\u2019s University, Subang Jaya 47500, Malaysia","School of Computing and IT, Taylor\u2019s University, Subang Jaya 47500, Malaysia","Centre for Data Science and Analytics (C4DSA), Taylor's University, Subang Jaya 47500, Malaysia","School of Computing and IT, Taylor's University, Subang Jaya 47500, Malaysia"],"affiliations":[{"raw_affiliation_string":"Centre for Data Science and Analytics (C4DSA), Taylor\u2019s University, Subang Jaya 47500, Malaysia","institution_ids":["https://openalex.org/I4210143550"]},{"raw_affiliation_string":"School of Computing and IT, Taylor\u2019s University, Subang Jaya 47500, Malaysia","institution_ids":["https://openalex.org/I4210143550"]},{"raw_affiliation_string":"Centre for Data Science and Analytics (C4DSA), Taylor's University, Subang Jaya 47500, Malaysia","institution_ids":["https://openalex.org/I4210143550"]},{"raw_affiliation_string":"School of Computing and IT, Taylor's University, Subang Jaya 47500, Malaysia","institution_ids":["https://openalex.org/I4210143550"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005476133","display_name":"Mohsen Marjani","orcid":"https://orcid.org/0000-0002-7445-7332"},"institutions":[{"id":"https://openalex.org/I4210143550","display_name":"Taylor's University","ror":"https://ror.org/0498pcx51","country_code":"MY","type":"education","lineage":["https://openalex.org/I4210143550"]}],"countries":["MY"],"is_corresponding":true,"raw_author_name":"Mohsen Marjani","raw_affiliation_strings":["Centre for Data Science and Analytics (C4DSA), Taylor\u2019s University, Subang Jaya 47500, Malaysia","School of Computing and IT, Taylor\u2019s University, Subang Jaya 47500, Malaysia","Centre for Data Science and Analytics (C4DSA), Taylor's University, Subang Jaya 47500, Malaysia","School of Computing and IT, Taylor's University, Subang Jaya 47500, Malaysia"],"affiliations":[{"raw_affiliation_string":"Centre for Data Science and Analytics (C4DSA), Taylor\u2019s University, Subang Jaya 47500, Malaysia","institution_ids":["https://openalex.org/I4210143550"]},{"raw_affiliation_string":"School of Computing and IT, Taylor\u2019s University, Subang Jaya 47500, Malaysia","institution_ids":["https://openalex.org/I4210143550"]},{"raw_affiliation_string":"Centre for Data Science and Analytics (C4DSA), Taylor's University, Subang Jaya 47500, Malaysia","institution_ids":["https://openalex.org/I4210143550"]},{"raw_affiliation_string":"School of Computing and IT, Taylor's University, Subang Jaya 47500, Malaysia","institution_ids":["https://openalex.org/I4210143550"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090355098","display_name":"Mohamed Hashem","orcid":"https://orcid.org/0000-0001-7611-9540"},"institutions":[{"id":"https://openalex.org/I4210143550","display_name":"Taylor's University","ror":"https://ror.org/0498pcx51","country_code":"MY","type":"education","lineage":["https://openalex.org/I4210143550"]}],"countries":["MY"],"is_corresponding":true,"raw_author_name":"Ibrahim Abaker Targio Hashem","raw_affiliation_strings":["Centre for Data Science and Analytics (C4DSA), Taylor\u2019s University, Subang Jaya 47500, Malaysia","School of Computing and IT, Taylor\u2019s University, Subang Jaya 47500, Malaysia","School of Computing and IT, Taylor's University, Subang Jaya 47500, Malaysia","Centre for Data Science and Analytics (C4DSA), Taylor's University, Subang Jaya 47500, Malaysia"],"affiliations":[{"raw_affiliation_string":"Centre for Data Science and Analytics (C4DSA), Taylor\u2019s University, Subang Jaya 47500, Malaysia","institution_ids":["https://openalex.org/I4210143550"]},{"raw_affiliation_string":"School of Computing and IT, Taylor\u2019s University, Subang Jaya 47500, Malaysia","institution_ids":["https://openalex.org/I4210143550"]},{"raw_affiliation_string":"School of Computing and IT, Taylor's University, Subang Jaya 47500, Malaysia","institution_ids":["https://openalex.org/I4210143550"]},{"raw_affiliation_string":"Centre for Data Science and Analytics (C4DSA), Taylor's University, Subang Jaya 47500, Malaysia","institution_ids":["https://openalex.org/I4210143550"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091401182","display_name":"Abdullah Gani","orcid":"https://orcid.org/0000-0002-4388-020X"},"institutions":[{"id":"https://openalex.org/I161371597","display_name":"Universiti of Malaysia Sabah","ror":"https://ror.org/040v70252","country_code":"MY","type":"education","lineage":["https://openalex.org/I161371597"]},{"id":"https://openalex.org/I33849332","display_name":"University of Malaya","ror":"https://ror.org/00rzspn62","country_code":"MY","type":"education","lineage":["https://openalex.org/I33849332"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Abdullah Gani","raw_affiliation_strings":["Department of Computer System and Technology, University of Malaya, Kuala Lumpur 50603, Malaysia","Faculty of Computing and Informatics, University Malaysia Sabah, Labuan International Campus, Labuan 87000, Malaysia"],"affiliations":[{"raw_affiliation_string":"Department of Computer System and Technology, University of Malaya, Kuala Lumpur 50603, Malaysia","institution_ids":["https://openalex.org/I33849332"]},{"raw_affiliation_string":"Faculty of Computing and Informatics, University Malaysia Sabah, Labuan International Campus, Labuan 87000, Malaysia","institution_ids":["https://openalex.org/I161371597"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084171715","display_name":"Misbah Liaqat","orcid":null},"institutions":[{"id":"https://openalex.org/I899713450","display_name":"Air University","ror":"https://ror.org/03yfe9v83","country_code":"PK","type":"education","lineage":["https://openalex.org/I899713450"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Misbah Liaqat","raw_affiliation_strings":["Department of Computer Science, Air University, Islamabad 44000, Pakistan"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Air University, Islamabad 44000, Pakistan","institution_ids":["https://openalex.org/I899713450"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5086680323","display_name":"Kwangman Ko","orcid":"https://orcid.org/0000-0002-7465-5400"},"institutions":[{"id":"https://openalex.org/I9507","display_name":"Sangji University","ror":"https://ror.org/01gqe3t73","country_code":"KR","type":"education","lineage":["https://openalex.org/I9507"]}],"countries":["KR"],"is_corresponding":true,"raw_author_name":"Kwangman Ko","raw_affiliation_strings":["Department of Computer Engineering, Sangji University, Wonju 220-702, Korea"],"affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, Sangji University, Wonju 220-702, Korea","institution_ids":["https://openalex.org/I9507"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5005476133","https://openalex.org/A5012666416","https://openalex.org/A5086680323","https://openalex.org/A5090355098"],"corresponding_institution_ids":["https://openalex.org/I4210143550","https://openalex.org/I9507"],"apc_list":{"value":1400,"currency":"CHF","value_usd":1515},"apc_paid":{"value":1400,"currency":"CHF","value_usd":1515},"fwci":3.7188,"has_fulltext":true,"cited_by_count":11,"citation_normalized_percentile":{"value":0.93909146,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"10","issue":"10","first_page":"295","last_page":"295"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10609","display_name":"Digital Marketing and Social Media","score":0.9998999834060669,"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"}},"topics":[{"id":"https://openalex.org/T10609","display_name":"Digital Marketing and Social Media","score":0.9998999834060669,"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/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.9930999875068665,"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/T10068","display_name":"Technology Adoption and User Behaviour","score":0.9884999990463257,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/helpfulness","display_name":"Helpfulness","score":0.9878048300743103},{"id":"https://openalex.org/keywords/popularity","display_name":"Popularity","score":0.6194146275520325},{"id":"https://openalex.org/keywords/ranking","display_name":"Ranking (information retrieval)","score":0.5934026837348938},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5262196063995361},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.4470331072807312},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.4040248990058899},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.267400324344635},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.222760409116745}],"concepts":[{"id":"https://openalex.org/C2781265381","wikidata":"https://www.wikidata.org/wiki/Q5710255","display_name":"Helpfulness","level":2,"score":0.9878048300743103},{"id":"https://openalex.org/C2780586970","wikidata":"https://www.wikidata.org/wiki/Q1357284","display_name":"Popularity","level":2,"score":0.6194146275520325},{"id":"https://openalex.org/C189430467","wikidata":"https://www.wikidata.org/wiki/Q7293293","display_name":"Ranking (information retrieval)","level":2,"score":0.5934026837348938},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5262196063995361},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.4470331072807312},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4040248990058899},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.267400324344635},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.222760409116745},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","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/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3390/info10100295","is_oa":true,"landing_page_url":"https://doi.org/10.3390/info10100295","pdf_url":"https://www.mdpi.com/2078-2489/10/10/295/pdf","source":{"id":"https://openalex.org/S4210219776","display_name":"Information","issn_l":"2078-2489","issn":["2078-2489"],"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":"Information","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:5781f1e89e66497195de1b8b9b47d268","is_oa":true,"landing_page_url":"https://doaj.org/article/5781f1e89e66497195de1b8b9b47d268","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":"Information, Vol 10, Iss 10, p 295 (2019)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/2078-2489/10/10/295/","is_oa":true,"landing_page_url":"http://dx.doi.org/10.3390/info10100295","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":"Information","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/info10100295","is_oa":true,"landing_page_url":"https://doi.org/10.3390/info10100295","pdf_url":"https://www.mdpi.com/2078-2489/10/10/295/pdf","source":{"id":"https://openalex.org/S4210219776","display_name":"Information","issn_l":"2078-2489","issn":["2078-2489"],"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":"Information","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1056257498","display_name":null,"funder_award_id":"FY2018","funder_id":"https://openalex.org/F4320320671","funder_display_name":"National Research Foundation"},{"id":"https://openalex.org/G205312676","display_name":null,"funder_award_id":"2017030223","funder_id":"https://openalex.org/F4320322120","funder_display_name":"National Research Foundation of Korea"},{"id":"https://openalex.org/G2935149052","display_name":null,"funder_award_id":"2018090561, 2017030223","funder_id":"https://openalex.org/F4320322120","funder_display_name":"National Research Foundation of Korea"},{"id":"https://openalex.org/G342704958","display_name":null,"funder_award_id":"funded","funder_id":"https://openalex.org/F4320322120","funder_display_name":"National Research Foundation of Korea"},{"id":"https://openalex.org/G6905056769","display_name":null,"funder_award_id":"2018090561","funder_id":"https://openalex.org/F4320322120","funder_display_name":"National Research Foundation of Korea"},{"id":"https://openalex.org/G8754112635","display_name":null,"funder_award_id":"FY2018","funder_id":"https://openalex.org/F4320322120","funder_display_name":"National Research Foundation of Korea"}],"funders":[{"id":"https://openalex.org/F4320320671","display_name":"National Research Foundation","ror":"https://ror.org/05s0g1g46"},{"id":"https://openalex.org/F4320322120","display_name":"National Research Foundation of Korea","ror":"https://ror.org/013aysd81"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2976557056.pdf","grobid_xml":"https://content.openalex.org/works/W2976557056.grobid-xml"},"referenced_works_count":60,"referenced_works":["https://openalex.org/W1633062978","https://openalex.org/W1965449946","https://openalex.org/W1966503997","https://openalex.org/W1967025894","https://openalex.org/W1999615887","https://openalex.org/W1999624853","https://openalex.org/W2004667937","https://openalex.org/W2019983800","https://openalex.org/W2040924390","https://openalex.org/W2044636434","https://openalex.org/W2070493638","https://openalex.org/W2075964046","https://openalex.org/W2078965963","https://openalex.org/W2082398729","https://openalex.org/W2087294982","https://openalex.org/W2092282862","https://openalex.org/W2116401198","https://openalex.org/W2121392694","https://openalex.org/W2151496550","https://openalex.org/W2163975393","https://openalex.org/W2201929092","https://openalex.org/W2250790948","https://openalex.org/W2465157137","https://openalex.org/W2465701822","https://openalex.org/W2485041895","https://openalex.org/W2509632655","https://openalex.org/W2519309554","https://openalex.org/W2549817308","https://openalex.org/W2556726043","https://openalex.org/W2562752476","https://openalex.org/W2586885238","https://openalex.org/W2595319561","https://openalex.org/W2601994823","https://openalex.org/W2604386741","https://openalex.org/W2726474813","https://openalex.org/W2762700563","https://openalex.org/W2780946198","https://openalex.org/W2782536238","https://openalex.org/W2794669487","https://openalex.org/W2809233634","https://openalex.org/W2810318119","https://openalex.org/W2886409580","https://openalex.org/W2896795208","https://openalex.org/W2899540302","https://openalex.org/W2904004000","https://openalex.org/W2907892213","https://openalex.org/W2916361850","https://openalex.org/W2917544878","https://openalex.org/W2944567664","https://openalex.org/W3098553917","https://openalex.org/W3122724846","https://openalex.org/W3123091093","https://openalex.org/W3124946654","https://openalex.org/W3124979719","https://openalex.org/W3125189097","https://openalex.org/W3125399184","https://openalex.org/W3125672425","https://openalex.org/W3125983399","https://openalex.org/W3141714916","https://openalex.org/W4229742094"],"related_works":["https://openalex.org/W2613921548","https://openalex.org/W4285360723","https://openalex.org/W4281847990","https://openalex.org/W2488228222","https://openalex.org/W4400480248","https://openalex.org/W2002563848","https://openalex.org/W2934621214","https://openalex.org/W1498449133","https://openalex.org/W2595319561","https://openalex.org/W2768064539"],"abstract_inverted_index":{"With":[0],"easy":[1],"access":[2],"to":[3,61,83,124,150],"the":[4,7,13,25,41,62,152,169,173,190,197],"Internet":[5],"and":[6,55,78,91,118,135,166,208],"popularity":[8],"of":[9,15,27,45,50,65,76,100,111,199],"online":[10],"review":[11,164,171,206],"platforms,":[12],"volume":[14],"crowd-sourced":[16],"reviews":[17,28,57],"is":[18,58],"continuously":[19],"rising.":[20],"Many":[21],"studies":[22,51,69],"have":[23,70],"acknowledged":[24],"importance":[26,64],"in":[29,40],"making":[30],"purchase":[31],"decisions.":[32],"The":[33,48,98,139,155],"consumer\u2019s":[34],"feedback":[35],"plays":[36],"a":[37,46,89,109],"vital":[38],"role":[39],"success":[42],"or":[43],"failure":[44],"business.":[47],"number":[49],"on":[52,73,147],"predicting":[53,74],"helpfulness":[54,75,86,103,127],"ranking":[56,105],"increasing":[59,63],"due":[60],"reviews.":[66],"However,":[67],"previous":[68],"mainly":[71],"focused":[72],"\u201creviews\u201d":[77],"\u201creviewer\u201d.":[79],"This":[80],"study":[81,201],"aimed":[82],"profile":[84],"cumulative":[85,102,126,153],"received":[87],"by":[88],"business":[90,96,117,148,159,179,187],"then":[92],"use":[93],"it":[94],"for":[95,104,193,204],"ranking.":[97],"reliability":[99],"proposed":[101],"was":[106,141],"illustrated":[107],"using":[108,128,182],"dataset":[110,140],"1,92,606":[112],"businesses":[113],"from":[114],"Yelp.com.":[115],"Seven":[116],"four":[119],"reviewer":[120,183],"features":[121,176,184,188],"were":[122],"identified":[123],"predict":[125,151],"Linear":[129],"Regression":[130],"(LNR),":[131],"Gradient":[132],"Boosting":[133],"(GB),":[134],"Neural":[136],"Network":[137],"(NNet).":[138],"subdivided":[142],"into":[143],"12":[144],"datasets":[145],"based":[146],"categories":[149],"helpfulness.":[154],"results":[156],"reported":[157],"that":[158],"features,":[160],"including":[161],"star":[162],"rating,":[163],"count":[165],"days":[167],"since":[168],"last":[170],"are":[172,202],"most":[174],"important":[175],"among":[177],"all":[178],"categories.":[180],"Moreover,":[181],"along":[185],"with":[186],"improves":[189],"prediction":[191],"performance":[192],"seven":[194],"datasets.":[195],"Lastly,":[196],"implications":[198],"this":[200],"discussed":[203],"researchers,":[205],"platforms":[207],"businesses.":[209]},"counts_by_year":[{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":2}],"updated_date":"2026-03-27T14:29:43.386196","created_date":"2025-10-10T00:00:00"}