{"id":"https://openalex.org/W4405283514","doi":"https://doi.org/10.3390/jtaer19040170","title":"A Cross-Product Analysis of Earphone Reviews Using Contextual Topic Modeling and Association Rule Mining","display_name":"A Cross-Product Analysis of Earphone Reviews Using Contextual Topic Modeling and Association Rule Mining","publication_year":2024,"publication_date":"2024-12-11","ids":{"openalex":"https://openalex.org/W4405283514","doi":"https://doi.org/10.3390/jtaer19040170"},"language":"en","primary_location":{"id":"doi:10.3390/jtaer19040170","is_oa":true,"landing_page_url":"https://doi.org/10.3390/jtaer19040170","pdf_url":"https://www.mdpi.com/0718-1876/19/4/170/pdf?version=1733965321","source":{"id":"https://openalex.org/S27967161","display_name":"Journal of theoretical and applied electronic commerce research","issn_l":"0718-1876","issn":["0718-1876"],"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":"Journal of Theoretical and Applied Electronic Commerce Research","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/0718-1876/19/4/170/pdf?version=1733965321","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5115399612","display_name":"Ugbold Maidar","orcid":null},"institutions":[{"id":"https://openalex.org/I4210096147","display_name":"Mongolia International University","ror":"https://ror.org/00vkfxn17","country_code":"MN","type":"education","lineage":["https://openalex.org/I4210096147"]}],"countries":["MN"],"is_corresponding":false,"raw_author_name":"Ugbold Maidar","raw_affiliation_strings":["Department of Computer Science, Mongolia International University, Ulaanbaatar 13330, Mongolia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Mongolia International University, Ulaanbaatar 13330, Mongolia","institution_ids":["https://openalex.org/I4210096147"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053945023","display_name":"Minyoung Ra","orcid":null},"institutions":[{"id":"https://openalex.org/I4210096147","display_name":"Mongolia International University","ror":"https://ror.org/00vkfxn17","country_code":"MN","type":"education","lineage":["https://openalex.org/I4210096147"]}],"countries":["MN"],"is_corresponding":false,"raw_author_name":"Minyoung Ra","raw_affiliation_strings":["Department of Computer Science, Mongolia International University, Ulaanbaatar 13330, Mongolia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Mongolia International University, Ulaanbaatar 13330, Mongolia","institution_ids":["https://openalex.org/I4210096147"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5052576532","display_name":"Donghee Yoo","orcid":"https://orcid.org/0000-0002-4063-6586"},"institutions":[{"id":"https://openalex.org/I189442560","display_name":"Gyeongsang National University","ror":"https://ror.org/00saywf64","country_code":"KR","type":"education","lineage":["https://openalex.org/I189442560"]}],"countries":["KR"],"is_corresponding":true,"raw_author_name":"Donghee Yoo","raw_affiliation_strings":["Department of Management Information Systems (Business and Economics Research Institute), Gyeongsang National University, Jinju 52828, Republic of Korea"],"raw_orcid":"https://orcid.org/0000-0002-4063-6586","affiliations":[{"raw_affiliation_string":"Department of Management Information Systems (Business and Economics Research Institute), Gyeongsang National University, Jinju 52828, Republic of Korea","institution_ids":["https://openalex.org/I189442560"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5052576532"],"corresponding_institution_ids":["https://openalex.org/I189442560"],"apc_list":{"value":1000,"currency":"CHF","value_usd":1082},"apc_paid":{"value":1000,"currency":"CHF","value_usd":1082},"fwci":4.4054,"has_fulltext":true,"cited_by_count":5,"citation_normalized_percentile":{"value":0.94683665,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":98},"biblio":{"volume":"19","issue":"4","first_page":"3498","last_page":"3519"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10609","display_name":"Digital Marketing and Social Media","score":0.9969000220298767,"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":0.9969000220298767,"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/T13083","display_name":"Advanced Text Analysis Techniques","score":0.9869999885559082,"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":0.9409000277519226,"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/association-rule-learning","display_name":"Association rule learning","score":0.801706075668335},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6601036787033081},{"id":"https://openalex.org/keywords/association","display_name":"Association (psychology)","score":0.5912224650382996},{"id":"https://openalex.org/keywords/product","display_name":"Product (mathematics)","score":0.5743744969367981},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4789764881134033},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.461416095495224},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.3637137711048126},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.3420828580856323},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.11531659960746765},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.0774492621421814}],"concepts":[{"id":"https://openalex.org/C193524817","wikidata":"https://www.wikidata.org/wiki/Q386780","display_name":"Association rule learning","level":2,"score":0.801706075668335},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6601036787033081},{"id":"https://openalex.org/C142853389","wikidata":"https://www.wikidata.org/wiki/Q744778","display_name":"Association (psychology)","level":2,"score":0.5912224650382996},{"id":"https://openalex.org/C90673727","wikidata":"https://www.wikidata.org/wiki/Q901718","display_name":"Product (mathematics)","level":2,"score":0.5743744969367981},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4789764881134033},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.461416095495224},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.3637137711048126},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.3420828580856323},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.11531659960746765},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0774492621421814},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C542102704","wikidata":"https://www.wikidata.org/wiki/Q183257","display_name":"Psychotherapist","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3390/jtaer19040170","is_oa":true,"landing_page_url":"https://doi.org/10.3390/jtaer19040170","pdf_url":"https://www.mdpi.com/0718-1876/19/4/170/pdf?version=1733965321","source":{"id":"https://openalex.org/S27967161","display_name":"Journal of theoretical and applied electronic commerce research","issn_l":"0718-1876","issn":["0718-1876"],"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":"Journal of Theoretical and Applied Electronic Commerce Research","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:0305cebe7bc64391a76f9e2565ca53d5","is_oa":true,"landing_page_url":"https://doaj.org/article/0305cebe7bc64391a76f9e2565ca53d5","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":"Journal of Theoretical and Applied Electronic Commerce Research, Vol 19, Iss 4, Pp 3498-3519 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/jtaer19040170","is_oa":true,"landing_page_url":"https://doi.org/10.3390/jtaer19040170","pdf_url":"https://www.mdpi.com/0718-1876/19/4/170/pdf?version=1733965321","source":{"id":"https://openalex.org/S27967161","display_name":"Journal of theoretical and applied electronic commerce research","issn_l":"0718-1876","issn":["0718-1876"],"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":"Journal of Theoretical and Applied Electronic Commerce Research","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9","score":0.46000000834465027}],"awards":[],"funders":[{"id":"https://openalex.org/F4320320671","display_name":"National Research Foundation","ror":"https://ror.org/05s0g1g46"},{"id":"https://openalex.org/F4320321408","display_name":"Ministry of Education","ror":"https://ror.org/01p262204"},{"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/W4405283514.pdf","grobid_xml":"https://content.openalex.org/works/W4405283514.grobid-xml"},"referenced_works_count":22,"referenced_works":["https://openalex.org/W1978712750","https://openalex.org/W2000588299","https://openalex.org/W2021568043","https://openalex.org/W2074975950","https://openalex.org/W2115482638","https://openalex.org/W2141975087","https://openalex.org/W2158107252","https://openalex.org/W2164195112","https://openalex.org/W2167325287","https://openalex.org/W2174706414","https://openalex.org/W2963034284","https://openalex.org/W3141714916","https://openalex.org/W3149924052","https://openalex.org/W4206115613","https://openalex.org/W4210607630","https://openalex.org/W4224883286","https://openalex.org/W4229011615","https://openalex.org/W4292405971","https://openalex.org/W4324046446","https://openalex.org/W4327522548","https://openalex.org/W4387707098","https://openalex.org/W4391786961"],"related_works":["https://openalex.org/W2392697706","https://openalex.org/W366033468","https://openalex.org/W128746893","https://openalex.org/W2367573304","https://openalex.org/W2537030075","https://openalex.org/W2006971496","https://openalex.org/W2065998343","https://openalex.org/W2369717039","https://openalex.org/W2384676159","https://openalex.org/W2982449560"],"abstract_inverted_index":{"Within":[0],"the":[1,7,45,198,228],"evolving":[2],"field":[3],"of":[4,9,68,120,232],"sentiment":[5,52,146,208,233],"analysis,":[6,234],"integration":[8],"topic":[10,57,166],"modeling":[11,58,167],"and":[12,47,59,95,110,137,150,158,168,178,185,201,220,230],"association":[13,60,102,169],"rule":[14,61,103,170],"mining":[15,62,104,171,218],"presents":[16],"a":[17,84,113],"promising":[18],"yet":[19],"underexplored":[20],"method.":[21],"This":[22,118,211],"approach":[23],"currently":[24],"lacks":[25],"an":[26,100,143],"organized":[27],"framework":[28],"for":[29,49,80,107,182],"maximizing":[30],"insights":[31,174,222],"that":[32,86],"aid":[33],"in":[34,112,238],"drawing":[35],"robust":[36],"conclusions":[37],"concerning":[38],"customer":[39,66,128,176,225],"sentiments.":[40],"Therefore,":[41],"this":[42],"study":[43,212],"addresses":[44],"need":[46],"rationale":[48],"having":[50],"comprehensive":[51],"analysis":[53,119,209],"systems":[54],"by":[55,90],"integrating":[56],"to":[63,196],"analyze":[64],"online":[65],"reviews":[67,121,154],"earphones":[69],"sold":[70],"on":[71,122,155,193],"Amazon.":[72],"It":[73],"employs":[74],"Bidirectional":[75],"Encoder":[76],"Representations":[77],"from":[78,223],"Transformers":[79],"Topic":[81],"Modeling":[82],"(BERTopic),":[83],"technique":[85],"generates":[87],"coherent":[88],"topics":[89],"effectively":[91],"capturing":[92],"contextual":[93],"information,":[94],"Frequent":[96],"Pattern":[97],"Growth":[98],"(FPGrowth),":[99],"efficient":[101],"algorithm":[105,194],"used":[106],"discovering":[108],"patterns":[109],"relationships":[111],"dataset":[114],"without":[115],"candidate":[116],"generation.":[117],"ten":[123],"earphone":[124],"products":[125],"identified":[126],"key":[127],"concerns":[129],"as":[130],"follows:":[131],"sound":[132,148],"quality,":[133],"noise":[134,156],"cancellation,":[135,157],"durability,":[136],"battery":[138,151],"life.":[139],"The":[140],"results":[141],"indicate":[142],"overall":[144],"positive":[145],"towards":[147],"quality":[149],"life,":[152],"mixed":[153],"significant":[159],"dissatisfaction":[160],"with":[161,206],"product":[162,183],"durability.":[163],"Using":[164],"integrated":[165],"offers":[172],"deeper":[173],"into":[175],"preferences":[177],"highlights":[179],"specific":[180],"areas":[181],"improvement":[184],"guiding":[186],"targeted":[187],"marketing":[188],"strategies.":[189],"Moreover,":[190],"we":[191],"focused":[192],"selection":[195],"improve":[197],"model\u2019s":[199],"performance":[200],"efficiency,":[202],"ensuring":[203],"effective":[204],"compatibility":[205],"our":[207],"framework.":[210],"demonstrates":[213],"how":[214],"combining":[215],"advanced":[216],"data":[217],"techniques":[219],"structuring":[221],"written":[224],"feedback":[226],"enhances":[227],"depth":[229],"clarity":[231],"furthering":[235],"its":[236],"applicability":[237],"e-commerce":[239],"research.":[240]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":4}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}