{"id":"https://openalex.org/W4396782895","doi":"https://doi.org/10.1109/access.2024.3399095","title":"Exploring Consumption Intent in Live E-Commerce Barrage: A Text Feature-Based Approach Using BERT-BiLSTM Model","display_name":"Exploring Consumption Intent in Live E-Commerce Barrage: A Text Feature-Based Approach Using BERT-BiLSTM Model","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4396782895","doi":"https://doi.org/10.1109/access.2024.3399095"},"language":"en","primary_location":{"id":"doi:10.1109/access.2024.3399095","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3399095","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10526257.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10526257.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5077172026","display_name":"Yan Xiong","orcid":"https://orcid.org/0000-0002-9096-9856"},"institutions":[{"id":"https://openalex.org/I67001856","display_name":"Shanghai Institute of Technology","ror":"https://ror.org/00fjzqj15","country_code":"CN","type":"education","lineage":["https://openalex.org/I67001856"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yan Xiong","raw_affiliation_strings":["School of Economics and Management, Shanghai Institute of Technology, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"School of Economics and Management, Shanghai Institute of Technology, Shanghai, China","institution_ids":["https://openalex.org/I67001856"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015838845","display_name":"Wei Naiqi","orcid":"https://orcid.org/0009-0002-1449-135X"},"institutions":[{"id":"https://openalex.org/I67001856","display_name":"Shanghai Institute of Technology","ror":"https://ror.org/00fjzqj15","country_code":"CN","type":"education","lineage":["https://openalex.org/I67001856"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Naiqi Wei","raw_affiliation_strings":["School of Economics and Management, Shanghai Institute of Technology, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"School of Economics and Management, Shanghai Institute of Technology, Shanghai, China","institution_ids":["https://openalex.org/I67001856"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101622140","display_name":"Kai Qiao","orcid":"https://orcid.org/0009-0000-0187-9190"},"institutions":[{"id":"https://openalex.org/I67001856","display_name":"Shanghai Institute of Technology","ror":"https://ror.org/00fjzqj15","country_code":"CN","type":"education","lineage":["https://openalex.org/I67001856"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kai Qiao","raw_affiliation_strings":["School of Economics and Management, Shanghai Institute of Technology, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"School of Economics and Management, Shanghai Institute of Technology, Shanghai, China","institution_ids":["https://openalex.org/I67001856"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100330762","display_name":"Zhenyu Li","orcid":"https://orcid.org/0000-0002-6043-3479"},"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"]},{"id":"https://openalex.org/I67001856","display_name":"Shanghai Institute of Technology","ror":"https://ror.org/00fjzqj15","country_code":"CN","type":"education","lineage":["https://openalex.org/I67001856"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhenyu Li","raw_affiliation_strings":["School of Cultural Heritage and Information Management, Shanghai University, Shanghai, China","School of Economics and Management, Shanghai Institute of Technology, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"School of Cultural Heritage and Information Management, Shanghai University, Shanghai, China","institution_ids":["https://openalex.org/I113940042"]},{"raw_affiliation_string":"School of Economics and Management, Shanghai Institute of Technology, Shanghai, China","institution_ids":["https://openalex.org/I67001856"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101530714","display_name":"Zongwei Li","orcid":"https://orcid.org/0000-0003-1682-6096"},"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"]},{"id":"https://openalex.org/I67001856","display_name":"Shanghai Institute of Technology","ror":"https://ror.org/00fjzqj15","country_code":"CN","type":"education","lineage":["https://openalex.org/I67001856"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zongwei Li","raw_affiliation_strings":["School of Cultural Heritage and Information Management, Shanghai University, Shanghai, China","School of Economics and Management, Shanghai Institute of Technology, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"School of Cultural Heritage and Information Management, Shanghai University, Shanghai, China","institution_ids":["https://openalex.org/I113940042"]},{"raw_affiliation_string":"School of Economics and Management, Shanghai Institute of Technology, Shanghai, China","institution_ids":["https://openalex.org/I67001856"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5077172026"],"corresponding_institution_ids":["https://openalex.org/I67001856"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":18.1211,"has_fulltext":false,"cited_by_count":16,"citation_normalized_percentile":{"value":0.99196151,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":"12","issue":null,"first_page":"69288","last_page":"69298"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10609","display_name":"Digital Marketing and Social Media","score":0.9955999851226807,"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":0.9955999851226807,"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":0.9948999881744385,"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/T13083","display_name":"Advanced Text Analysis Techniques","score":0.9835000038146973,"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":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7403327822685242},{"id":"https://openalex.org/keywords/consumption","display_name":"Consumption (sociology)","score":0.6918134093284607},{"id":"https://openalex.org/keywords/purchasing","display_name":"Purchasing","score":0.6724178194999695},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5066033601760864},{"id":"https://openalex.org/keywords/social-media","display_name":"Social media","score":0.47452107071876526},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.4398953914642334},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.4271771311759949},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.33307433128356934},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.30189743638038635},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.1868690848350525},{"id":"https://openalex.org/keywords/marketing","display_name":"Marketing","score":0.13097837567329407},{"id":"https://openalex.org/keywords/sociology","display_name":"Sociology","score":0.08187282085418701}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7403327822685242},{"id":"https://openalex.org/C30772137","wikidata":"https://www.wikidata.org/wiki/Q5164762","display_name":"Consumption (sociology)","level":2,"score":0.6918134093284607},{"id":"https://openalex.org/C2778813691","wikidata":"https://www.wikidata.org/wiki/Q1369832","display_name":"Purchasing","level":2,"score":0.6724178194999695},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5066033601760864},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.47452107071876526},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.4398953914642334},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.4271771311759949},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.33307433128356934},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.30189743638038635},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.1868690848350525},{"id":"https://openalex.org/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"score":0.13097837567329407},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.08187282085418701},{"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/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2024.3399095","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3399095","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10526257.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:b4508ef4564d479f85283b4741757d37","is_oa":true,"landing_page_url":"https://doaj.org/article/b4508ef4564d479f85283b4741757d37","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","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 12, Pp 69288-69298 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2024.3399095","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3399095","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10526257.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G82406433","display_name":null,"funder_award_id":"71974130","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4396782895.pdf"},"referenced_works_count":35,"referenced_works":["https://openalex.org/W1598796236","https://openalex.org/W1832693441","https://openalex.org/W2026899404","https://openalex.org/W2089453250","https://openalex.org/W2612483963","https://openalex.org/W2772831594","https://openalex.org/W2773568398","https://openalex.org/W2773695206","https://openalex.org/W2807907893","https://openalex.org/W2896457183","https://openalex.org/W2926143392","https://openalex.org/W2949340817","https://openalex.org/W2951045934","https://openalex.org/W2974636257","https://openalex.org/W3005770759","https://openalex.org/W3028654404","https://openalex.org/W3083065665","https://openalex.org/W3094248070","https://openalex.org/W3146893722","https://openalex.org/W3174136155","https://openalex.org/W3203371393","https://openalex.org/W3213432680","https://openalex.org/W4214854098","https://openalex.org/W4226112897","https://openalex.org/W4285740482","https://openalex.org/W4292466643","https://openalex.org/W4294170691","https://openalex.org/W4306248589","https://openalex.org/W4380632202","https://openalex.org/W4384825381","https://openalex.org/W4387935791","https://openalex.org/W6635679246","https://openalex.org/W6636510571","https://openalex.org/W6739901393","https://openalex.org/W6755207826"],"related_works":["https://openalex.org/W2351217280","https://openalex.org/W4244478748","https://openalex.org/W2086836292","https://openalex.org/W2354083748","https://openalex.org/W2357949222","https://openalex.org/W2338005294","https://openalex.org/W2104192539","https://openalex.org/W3150465815","https://openalex.org/W2954733677","https://openalex.org/W4223488648"],"abstract_inverted_index":{"E-commerce":[0],"with":[1],"the":[2,26,54,99,112,127,139,142],"immersive":[3],"scene":[4],"of":[5,29,50,56,93,102,108,141],"live":[6,34,51,73,131,156],"streaming":[7],"gives":[8],"users":[9],"a":[10,17,91,106,118],"new":[11,18],"interaction":[12],"and":[13,60,83,115,167,175],"consumption":[14,46,61,69,94,128,147,159],"experience,":[15],"extending":[16],"path":[19],"for":[20,67,145],"traditional":[21],"marketing.":[22],"Live":[23,109,133],"barrage,":[24,110],"being":[25],"primary":[27],"means":[28],"users\u2019":[30],"social":[31],"engagement":[32],"in":[33,71,130],"e-commerce,":[35],"encapsulates":[36],"their":[37],"inclination":[38],"to":[39,44,125],"purchase":[40],"products,":[41],"commonly":[42],"referred":[43],"as":[45],"intention.":[47,62,148],"The":[48,63,135],"mining":[49,68,154],"barrage":[52,74,157],"enables":[53],"exploration":[55],"latent":[57],"user":[58],"behavior":[59],"current":[64],"methods":[65],"employed":[66],"intention":[70,95,129],"e-commerce":[72,132],"encounter":[75],"challenges":[76],"including":[77,161],"insufficient":[78],"corpus,":[79],"excessively":[80],"brief":[81],"text,":[82],"significant":[84],"semantic":[85],"deficiencies.":[86],"Therefore,":[87],"this":[88,150],"study":[89,151],"proposes":[90],"paradigm":[92],"recognition":[96],"by":[97,104],"combining":[98],"text":[100,153],"features":[101],"barrage:":[103],"constructing":[105],"dataset":[107],"cleaning":[111],"original":[113],"dataset,":[114],"then":[116],"using":[117],"fused":[119],"Bert\u2019s":[120],"feature":[121],"network":[122],"model":[123],"Bert-BiLSTM":[124],"identify":[126],"barrage.":[134],"experimental":[136],"results":[137],"demonstrate":[138],"efficacy":[140],"proposed":[143],"method":[144],"recognizing":[146],"Finally,":[149],"conducted":[152],"on":[155],"containing":[158],"intent,":[160],"word":[162],"cloud":[163],"visualization,":[164],"topic":[165],"extraction,":[166],"co-occurrence":[168],"analysis,":[169],"further":[170],"investigating":[171],"consumers\u2019":[172],"purchasing":[173],"needs":[174],"intentions.":[176]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":9},{"year":2024,"cited_by_count":3}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}