{"id":"https://openalex.org/W4407735544","doi":"https://doi.org/10.1186/s40537-025-01068-y","title":"A computational analysis of aspect-based sentiment analysis research through bibliometric mapping and topic modeling","display_name":"A computational analysis of aspect-based sentiment analysis research through bibliometric mapping and topic modeling","publication_year":2025,"publication_date":"2025-02-19","ids":{"openalex":"https://openalex.org/W4407735544","doi":"https://doi.org/10.1186/s40537-025-01068-y"},"language":"en","primary_location":{"id":"doi:10.1186/s40537-025-01068-y","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s40537-025-01068-y","pdf_url":"https://journalofbigdata.springeropen.com/counter/pdf/10.1186/s40537-025-01068-y","source":{"id":"https://openalex.org/S2737955091","display_name":"Journal Of Big Data","issn_l":"2196-1115","issn":["2196-1115"],"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-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Big Data","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://journalofbigdata.springeropen.com/counter/pdf/10.1186/s40537-025-01068-y","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5017768318","display_name":"Xieling Chen","orcid":"https://orcid.org/0000-0003-3417-7421"},"institutions":[{"id":"https://openalex.org/I37987034","display_name":"Guangzhou University","ror":"https://ror.org/05ar8rn06","country_code":"CN","type":"education","lineage":["https://openalex.org/I37987034"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xieling Chen","raw_affiliation_strings":["School of Education, Guangzhou University, Guangzhou, China"],"affiliations":[{"raw_affiliation_string":"School of Education, Guangzhou University, Guangzhou, China","institution_ids":["https://openalex.org/I37987034"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013151488","display_name":"Haoran Xie","orcid":"https://orcid.org/0000-0003-0965-3617"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Haoran Xie","raw_affiliation_strings":["School of Data Science, Lingnan University, Tuen Mun, Hong Kong SAR, China"],"affiliations":[{"raw_affiliation_string":"School of Data Science, Lingnan University, Tuen Mun, Hong Kong SAR, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065941595","display_name":"Xiaohui Tao","orcid":"https://orcid.org/0000-0002-0020-077X"},"institutions":[{"id":"https://openalex.org/I185523456","display_name":"University of Southern Queensland","ror":"https://ror.org/04sjbnx57","country_code":"AU","type":"education","lineage":["https://openalex.org/I185523456"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Xiaohui Tao","raw_affiliation_strings":["School of Mathematics, Physics, and Computing, University of Southern Queensland, Toowoomba, Australia"],"affiliations":[{"raw_affiliation_string":"School of Mathematics, Physics, and Computing, University of Southern Queensland, Toowoomba, Australia","institution_ids":["https://openalex.org/I185523456"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072482402","display_name":"Fu Lee Wang","orcid":"https://orcid.org/0000-0002-3976-0053"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Fu Lee Wang","raw_affiliation_strings":["School of Science and Technology, Hong Kong Metropolitan University, Ho Man Tin, Hong Kong SAR, China"],"affiliations":[{"raw_affiliation_string":"School of Science and Technology, Hong Kong Metropolitan University, Ho Man Tin, Hong Kong SAR, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056862578","display_name":"Dian Zhang","orcid":"https://orcid.org/0000-0002-0979-2185"},"institutions":[{"id":"https://openalex.org/I180726961","display_name":"Shenzhen University","ror":"https://ror.org/01vy4gh70","country_code":"CN","type":"education","lineage":["https://openalex.org/I180726961"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dian Zhang","raw_affiliation_strings":["College of Computer Science and Software Engineering, Shenzhen University, Shenzhen, China"],"affiliations":[{"raw_affiliation_string":"College of Computer Science and Software Engineering, Shenzhen University, Shenzhen, China","institution_ids":["https://openalex.org/I180726961"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5072659343","display_name":"Hong\u2010Ning Dai","orcid":"https://orcid.org/0000-0001-6165-4196"},"institutions":[{"id":"https://openalex.org/I141568987","display_name":"Hong Kong Baptist University","ror":"https://ror.org/0145fw131","country_code":"HK","type":"education","lineage":["https://openalex.org/I141568987"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Hong-Ning Dai","raw_affiliation_strings":["Department of Computer Science, Hong Kong Baptist University, Kowloon Tong, Hong Kong SAR, China"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Hong Kong Baptist University, Kowloon Tong, Hong Kong SAR, China","institution_ids":["https://openalex.org/I141568987"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5017768318"],"corresponding_institution_ids":["https://openalex.org/I37987034"],"apc_list":{"value":1060,"currency":"GBP","value_usd":1300},"apc_paid":{"value":1060,"currency":"GBP","value_usd":1300},"fwci":42.3625,"has_fulltext":true,"cited_by_count":8,"citation_normalized_percentile":{"value":0.9962326,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":100},"biblio":{"volume":"12","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13910","display_name":"Computational and Text Analysis Methods","score":0.9983999729156494,"subfield":{"id":"https://openalex.org/subfields/3300","display_name":"General Social Sciences"},"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/T13910","display_name":"Computational and Text Analysis Methods","score":0.9983999729156494,"subfield":{"id":"https://openalex.org/subfields/3300","display_name":"General Social Sciences"},"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/T13751","display_name":"Diverse Approaches in Healthcare and Education Studies","score":0.9922000169754028,"subfield":{"id":"https://openalex.org/subfields/2739","display_name":"Public Health, Environmental and Occupational Health"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T13083","display_name":"Advanced Text Analysis Techniques","score":0.9825999736785889,"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":0.7767436504364014},{"id":"https://openalex.org/keywords/computational-science-and-engineering","display_name":"Computational Science and Engineering","score":0.7539030909538269},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.569386899471283},{"id":"https://openalex.org/keywords/bibliometrics","display_name":"Bibliometrics","score":0.45633241534233093},{"id":"https://openalex.org/keywords/sentiment-analysis","display_name":"Sentiment analysis","score":0.4201720356941223},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.3425707221031189},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.2899688482284546},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2210976481437683},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.17900314927101135}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7767436504364014},{"id":"https://openalex.org/C68597687","wikidata":"https://www.wikidata.org/wiki/Q362601","display_name":"Computational Science and Engineering","level":2,"score":0.7539030909538269},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.569386899471283},{"id":"https://openalex.org/C178315738","wikidata":"https://www.wikidata.org/wiki/Q603441","display_name":"Bibliometrics","level":2,"score":0.45633241534233093},{"id":"https://openalex.org/C66402592","wikidata":"https://www.wikidata.org/wiki/Q2271421","display_name":"Sentiment analysis","level":2,"score":0.4201720356941223},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.3425707221031189},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.2899688482284546},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2210976481437683},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.17900314927101135}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1186/s40537-025-01068-y","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s40537-025-01068-y","pdf_url":"https://journalofbigdata.springeropen.com/counter/pdf/10.1186/s40537-025-01068-y","source":{"id":"https://openalex.org/S2737955091","display_name":"Journal Of Big Data","issn_l":"2196-1115","issn":["2196-1115"],"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-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Big Data","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:f1633b3f4c984aafa8c6ed538437f478","is_oa":true,"landing_page_url":"https://doaj.org/article/f1633b3f4c984aafa8c6ed538437f478","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":"Journal of Big Data, Vol 12, Iss 1, Pp 1-34 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1186/s40537-025-01068-y","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s40537-025-01068-y","pdf_url":"https://journalofbigdata.springeropen.com/counter/pdf/10.1186/s40537-025-01068-y","source":{"id":"https://openalex.org/S2737955091","display_name":"Journal Of Big Data","issn_l":"2196-1115","issn":["2196-1115"],"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-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Big Data","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2087396116","display_name":null,"funder_award_id":"China","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3317480652","display_name":null,"funder_award_id":"Science","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5462551420","display_name":null,"funder_award_id":"62307010","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5994120800","display_name":null,"funder_award_id":"Natural","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6082780585","display_name":null,"funder_award_id":"Lam Woo Research Fund (LWP20019)","funder_id":"https://openalex.org/F4320328618","funder_display_name":"Lingnan University"},{"id":"https://openalex.org/G7033253288","display_name":null,"funder_award_id":"Grants","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8735542678","display_name":null,"funder_award_id":"DB23B2","funder_id":"https://openalex.org/F4320328618","funder_display_name":"Lingnan University"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320328618","display_name":"Lingnan University","ror":"https://ror.org/0563pg902"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4407735544.pdf","grobid_xml":"https://content.openalex.org/works/W4407735544.grobid-xml"},"referenced_works_count":70,"referenced_works":["https://openalex.org/W2005501262","https://openalex.org/W2043126886","https://openalex.org/W2125910575","https://openalex.org/W2150220236","https://openalex.org/W2215376118","https://openalex.org/W2223092947","https://openalex.org/W2292400390","https://openalex.org/W2762169750","https://openalex.org/W2895547478","https://openalex.org/W2910215611","https://openalex.org/W2936345593","https://openalex.org/W2964131618","https://openalex.org/W2971196067","https://openalex.org/W2971220558","https://openalex.org/W2984100107","https://openalex.org/W2990803728","https://openalex.org/W2992507359","https://openalex.org/W2998698882","https://openalex.org/W3001254509","https://openalex.org/W3003963580","https://openalex.org/W3005912063","https://openalex.org/W3006588786","https://openalex.org/W3032112198","https://openalex.org/W3077780682","https://openalex.org/W3093516977","https://openalex.org/W3098363382","https://openalex.org/W3108150888","https://openalex.org/W3118681031","https://openalex.org/W3148791027","https://openalex.org/W3158616546","https://openalex.org/W3173541742","https://openalex.org/W3206224646","https://openalex.org/W3216229353","https://openalex.org/W4205256657","https://openalex.org/W4206283119","https://openalex.org/W4213422824","https://openalex.org/W4225527411","https://openalex.org/W4229450212","https://openalex.org/W4240792881","https://openalex.org/W4241366218","https://openalex.org/W4283814693","https://openalex.org/W4285042699","https://openalex.org/W4285110702","https://openalex.org/W4285727302","https://openalex.org/W4285811132","https://openalex.org/W4297051238","https://openalex.org/W4302293091","https://openalex.org/W4304789384","https://openalex.org/W4306786738","https://openalex.org/W4306906954","https://openalex.org/W4308901712","https://openalex.org/W4309047549","https://openalex.org/W4312084235","https://openalex.org/W4312214847","https://openalex.org/W4313648835","https://openalex.org/W4318477615","https://openalex.org/W4361859026","https://openalex.org/W4367549986","https://openalex.org/W4378071406","https://openalex.org/W4379387247","https://openalex.org/W4380887029","https://openalex.org/W4381890876","https://openalex.org/W4382520342","https://openalex.org/W4384134026","https://openalex.org/W4385611483","https://openalex.org/W4386088947","https://openalex.org/W4387868934","https://openalex.org/W4390707404","https://openalex.org/W4395007039","https://openalex.org/W4401369382"],"related_works":["https://openalex.org/W4386031268","https://openalex.org/W2548633793","https://openalex.org/W3013279174","https://openalex.org/W2941935829","https://openalex.org/W2596247554","https://openalex.org/W2125982917","https://openalex.org/W3132372214","https://openalex.org/W2294191624","https://openalex.org/W4224284088","https://openalex.org/W4286571989"],"abstract_inverted_index":{"With":[0],"the":[1,13,26,31,37,47,91,103,115,125,147,177],"rising":[2],"volume":[3],"of":[4,15,29,33,40,93,105,124],"public":[5],"and":[6,36,54,65,78,95,97,108,136,157,168,170,175,182,189,199,205],"consumer":[7],"engagement":[8],"on":[9,73],"social":[10,133],"media":[11],"platforms,":[12],"field":[14,127],"aspect-based":[16],"sentiment":[17],"analysis":[18,32,139],"(ABSA)":[19],"has":[20,111],"garnered":[21],"substantial":[22],"attention.":[23],"ABSA":[24,74,126,143,203],"contains":[25],"systematic":[27],"extraction":[28],"aspects,":[30],"associated":[34],"sentiments,":[35],"temporal":[38],"evolution":[39],"these":[41],"sentiments.":[42],"Researchers":[43],"have":[44],"responded":[45],"to":[46,56,140,150],"burgeoning":[48],"interest":[49],"by":[50,128],"innovating":[51],"new":[52],"methodologies":[53,94],"strategies":[55],"address":[57],"specific":[58],"research":[59,144,155,164,180,201],"challenges,":[60],"thereby":[61],"navigating":[62],"complex":[63],"scenarios":[64],"evolving":[66],"challenges":[67],"within":[68],"ABSA.":[69,101],"While":[70],"existing":[71],"reviews":[72],"encompass":[75,154],"strategies,":[76],"methods,":[77],"applications":[79],"utilizing":[80],"survey":[81],"methodologies,":[82,183],"a":[83,121],"conspicuous":[84],"gap":[85],"exists":[86],"in":[87,100,114],"literature":[88],"specifically":[89],"addressing":[90],"development":[92],"topics":[96,181,204],"their":[98],"interaction":[99],"Furthermore,":[102],"application":[104],"topic":[106,131],"modeling":[107],"keyword":[109,137],"co-occurrence":[110,138],"been":[112],"limited":[113],"extant":[116],"literature.":[117],"This":[118],"study":[119,185],"conducts":[120],"comprehensive":[122],"overview":[123],"leveraging":[129],"bibliometrics,":[130],"modeling,":[132],"network":[134],"analysis,":[135],"scrutinize":[141],"1325":[142],"articles":[145],"spanning":[146],"years":[148],"2009":[149],"2023.":[151],"The":[152],"analyses":[153],"themes":[156],"topics,":[158],"scientific":[159],"collaborations,":[160],"top":[161],"publication":[162,169],"sources,":[163],"areas,":[165],"institutions,":[166],"countries/regions,":[167],"citation":[171],"trends.":[172],"Beyond":[173],"examining":[174],"contrasting":[176],"connections":[178],"between":[179],"this":[184],"identifies":[186],"emerging":[187],"trends":[188],"hotspots,":[190],"providing":[191],"researchers":[192],"with":[193],"insight":[194],"into":[195],"technical":[196],"directions,":[197],"limitations,":[198],"future":[200],"regarding":[202],"methodologies.":[206]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":4}],"updated_date":"2026-04-01T17:29:45.350535","created_date":"2025-10-10T00:00:00"}