{"id":"https://openalex.org/W4411154115","doi":"https://doi.org/10.14419/mhv83077","title":"Review of sentiment analysis in social media using big data: techniques, tools, and frameworks","display_name":"Review of sentiment analysis in social media using big data: techniques, tools, and frameworks","publication_year":2025,"publication_date":"2025-06-09","ids":{"openalex":"https://openalex.org/W4411154115","doi":"https://doi.org/10.14419/mhv83077"},"language":"en","primary_location":{"id":"doi:10.14419/mhv83077","doi":"https://doi.org/10.14419/mhv83077","is_oa":true,"landing_page_url":"https://doi.org/10.14419/mhv83077","pdf_url":"https://www.sciencepubco.com/index.php/IJBAS/article/download/33374/18177","source":{"id":"https://openalex.org/S4210236076","display_name":"International Journal of Basic and Applied Sciences","issn_l":"2227-5053","issn":["2227-5053"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Basic and Applied Sciences","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://www.sciencepubco.com/index.php/IJBAS/article/download/33374/18177","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5138545047","display_name":"Srishti Sudhir PATIL","orcid":"https://orcid.org/0009-0009-5517-6787","observed_orcids":["https://orcid.org/0009-0009-5517-6787"]},"institutions":[{"id":"https://openalex.org/I4210088227","display_name":"MIT World Peace University","ror":"https://ror.org/004ymxd45","country_code":"IN","type":"education","lineage":["https://openalex.org/I4210088227"]},{"id":"https://openalex.org/I4405273661","display_name":"COEP Technological University","ror":"https://ror.org/008128n17","country_code":"IN","type":"education","lineage":["https://openalex.org/I4405273661"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Srishti Sudhir Patil","raw_affiliation_strings":["Associate Professor, Department of Manufacturing Engineering and Industrial Management, \u200eCOEP Technological University (COEP Tech), Chhatrapati Shivajinagar, Pune: 411005, Maharashtra State, India","Student, Third Year B.Tech.: Computer Science and Engineering, Department of Computer Engineering and Technology, \u200eDr. Vishwanath Karad MIT World Peace University (MIT-WPU), Kothrud, Pune: 411038, Maharashtra State, India"],"raw_orcid":"https://orcid.org/0009-0009-5517-6787","affiliations":[{"raw_affiliation_string":"Associate Professor, Department of Manufacturing Engineering and Industrial Management, \u200eCOEP Technological University (COEP Tech), Chhatrapati Shivajinagar, Pune: 411005, Maharashtra State, India","institution_ids":["https://openalex.org/I4405273661"]},{"raw_affiliation_string":"Student, Third Year B.Tech.: Computer Science and Engineering, Department of Computer Engineering and Technology, \u200eDr. Vishwanath Karad MIT World Peace University (MIT-WPU), Kothrud, Pune: 411038, Maharashtra State, India","institution_ids":["https://openalex.org/I4210088227"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000141993","display_name":"Vaishali P. Suryawanshi","orcid":"https://orcid.org/0000-0002-4951-0760","observed_orcids":["https://orcid.org/0000-0002-4951-0760"]},"institutions":[{"id":"https://openalex.org/I4210088227","display_name":"MIT World Peace University","ror":"https://ror.org/004ymxd45","country_code":"IN","type":"education","lineage":["https://openalex.org/I4210088227"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Vaishali Pankaj Suryawanshi","raw_affiliation_strings":["Assistant Professor, Department of Computer Engineering and Technology, \u200eDr. Vishwanath Karad MIT World Peace University (MIT-WPU), Kothrud, Pune: 411038, Maharashtra State, India"],"raw_orcid":"https://orcid.org/0000-0002-4951-0760","affiliations":[{"raw_affiliation_string":"Assistant Professor, Department of Computer Engineering and Technology, \u200eDr. Vishwanath Karad MIT World Peace University (MIT-WPU), Kothrud, Pune: 411038, Maharashtra State, India","institution_ids":["https://openalex.org/I4210088227"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036656045","display_name":"Sudhir Madhav Patil","orcid":"https://orcid.org/0000-0002-9898-0793","observed_orcids":["https://orcid.org/0000-0002-9898-0793"]},"institutions":[{"id":"https://openalex.org/I4210088227","display_name":"MIT World Peace University","ror":"https://ror.org/004ymxd45","country_code":"IN","type":"education","lineage":["https://openalex.org/I4210088227"]},{"id":"https://openalex.org/I4405273661","display_name":"COEP Technological University","ror":"https://ror.org/008128n17","country_code":"IN","type":"education","lineage":["https://openalex.org/I4405273661"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Sudhir Madhav Patil","raw_affiliation_strings":["Associate Professor, Department of Manufacturing Engineering and Industrial Management, \u200eCOEP Technological University (COEP Tech), Chhatrapati Shivajinagar, Pune: 411005, Maharashtra State, India","Student, Third Year B.Tech.: Computer Science and Engineering, Department of Computer Engineering and Technology, \u200eDr. Vishwanath Karad MIT World Peace University (MIT-WPU), Kothrud, Pune: 411038, Maharashtra State, India"],"raw_orcid":"https://orcid.org/0000-0002-9898-0793","affiliations":[{"raw_affiliation_string":"Associate Professor, Department of Manufacturing Engineering and Industrial Management, \u200eCOEP Technological University (COEP Tech), Chhatrapati Shivajinagar, Pune: 411005, Maharashtra State, India","institution_ids":["https://openalex.org/I4405273661"]},{"raw_affiliation_string":"Student, Third Year B.Tech.: Computer Science and Engineering, Department of Computer Engineering and Technology, \u200eDr. Vishwanath Karad MIT World Peace University (MIT-WPU), Kothrud, Pune: 411038, Maharashtra State, India","institution_ids":["https://openalex.org/I4210088227"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055302016","display_name":"Sheetal Girase","orcid":"https://orcid.org/0000-0001-9860-7449","observed_orcids":["https://orcid.org/0000-0001-9860-7449"]},"institutions":[{"id":"https://openalex.org/I4210088227","display_name":"MIT World Peace University","ror":"https://ror.org/004ymxd45","country_code":"IN","type":"education","lineage":["https://openalex.org/I4210088227"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Sheetal Pravin Girase","raw_affiliation_strings":["Assistant Professor, Department of Computer Engineering and Technology, \u200eDr. Vishwanath Karad MIT World Peace University (MIT-WPU), Kothrud, Pune: 411038, Maharashtra State, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Assistant Professor, Department of Computer Engineering and Technology, \u200eDr. Vishwanath Karad MIT World Peace University (MIT-WPU), Kothrud, Pune: 411038, Maharashtra State, India","institution_ids":["https://openalex.org/I4210088227"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5035828428","display_name":"Dhananjay Abhilash Bhagat","orcid":"https://orcid.org/0009-0009-1100-3219","observed_orcids":["https://orcid.org/0009-0009-1100-3219"]},"institutions":[{"id":"https://openalex.org/I4210088227","display_name":"MIT World Peace University","ror":"https://ror.org/004ymxd45","country_code":"IN","type":"education","lineage":["https://openalex.org/I4210088227"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Dhananjay Abhilash Bhagat","raw_affiliation_strings":["Assistant Professor, Department of Computer Engineering and Technology, \u200eDr. Vishwanath Karad MIT World Peace University (MIT-WPU), Kothrud, Pune: 411038, Maharashtra State, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Assistant Professor, Department of Computer Engineering and Technology, \u200eDr. Vishwanath Karad MIT World Peace University (MIT-WPU), Kothrud, Pune: 411038, Maharashtra State, India","institution_ids":["https://openalex.org/I4210088227"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.4921,"has_fulltext":true,"cited_by_count":6,"citation_normalized_percentile":{"value":0.8326213,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":93,"max":98},"biblio":{"volume":"14","issue":"2","first_page":"34","last_page":"48"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":1.0,"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":1.0,"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/T10028","display_name":"Topic Modeling","score":0.0,"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/T12262","display_name":"Hate Speech and Cyberbullying Detection","score":0.0,"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/sentiment-analysis","display_name":"sentiment analysis","score":0.9990000128746033},{"id":"https://openalex.org/keywords/social-media","display_name":"social media","score":0.9950000047683716},{"id":"https://openalex.org/keywords/big-data","display_name":"big data","score":0.8889999985694885},{"id":"https://openalex.org/keywords/user-generated-content","display_name":"user-generated content","score":0.8220000267028809},{"id":"https://openalex.org/keywords/machine-learning","display_name":"machine learning","score":0.5270000100135803},{"id":"https://openalex.org/keywords/deep-learning","display_name":"deep learning","score":0.9950000047683716},{"id":"https://openalex.org/keywords/bert","display_name":"BERT","score":0.9039999842643738},{"id":"https://openalex.org/keywords/gpt","display_name":"GPT","score":0.8220000267028809},{"id":"https://openalex.org/keywords/hadoop","display_name":"Hadoop","score":0.7049999833106995},{"id":"https://openalex.org/keywords/apache-spark","display_name":"Apache Spark","score":0.9990000128746033},{"id":"https://openalex.org/keywords/apache-flink","display_name":"Apache Flink","score":0.9760000109672546},{"id":"https://openalex.org/keywords/nlp-tools","display_name":"NLP tools","score":0.8999999761581421},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"cloud computing","score":0.7799999713897705},{"id":"https://openalex.org/keywords/edge-computing","display_name":"edge computing","score":0.9879999756813049},{"id":"https://openalex.org/keywords/explainable-ai","display_name":"explainable AI","score":0.8610000014305115},{"id":"https://openalex.org/keywords/federated-learning","display_name":"federated learning","score":0.996999979019165},{"id":"https://openalex.org/keywords/quantum-computing","display_name":"quantum computing","score":0.8859999775886536},{"id":"https://openalex.org/keywords/multilingual-analysis","display_name":"multilingual analysis","score":0.671999990940094},{"id":"https://openalex.org/keywords/data-quality","display_name":"data quality","score":0.7310000061988831},{"id":"https://openalex.org/keywords/privacy","display_name":"privacy","score":0.38600000739097595},{"id":"https://openalex.org/keywords/algorithmic-bias","display_name":"algorithmic bias","score":0.8450000286102295}],"concepts":[{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.7816013097763062},{"id":"https://openalex.org/C66402592","wikidata":"https://www.wikidata.org/wiki/Q2271421","display_name":"Sentiment analysis","level":2,"score":0.7538281679153442},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.7498956918716431},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.627291202545166},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6134805679321289},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.33498191833496094},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.21629998087882996},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.21513745188713074}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.14419/mhv83077","doi":"https://doi.org/10.14419/mhv83077","is_oa":true,"landing_page_url":"https://doi.org/10.14419/mhv83077","pdf_url":"https://www.sciencepubco.com/index.php/IJBAS/article/download/33374/18177","source":{"id":"https://openalex.org/S4210236076","display_name":"International Journal of Basic and Applied Sciences","issn_l":"2227-5053","issn":["2227-5053"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Basic and Applied Sciences","raw_type":"journal-article"},{"id":"pmh:oai:ojs.pkp.sfu.ca:article/33374","doi":null,"is_oa":true,"landing_page_url":"https://www.sciencepubco.com/index.php/IJBAS/article/view/33374","pdf_url":"https://sciencepubco.com/index.php/IJBAS/article/download/33374/18177","source":{"id":"https://openalex.org/S4306402283","display_name":"Science Publishing Corporation (Science Publishing Corporation Inc.)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"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":"2227-5053","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.14419/mhv83077","doi":"https://doi.org/10.14419/mhv83077","is_oa":true,"landing_page_url":"https://doi.org/10.14419/mhv83077","pdf_url":"https://www.sciencepubco.com/index.php/IJBAS/article/download/33374/18177","source":{"id":"https://openalex.org/S4210236076","display_name":"International Journal of Basic and Applied Sciences","issn_l":"2227-5053","issn":["2227-5053"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Basic and Applied Sciences","raw_type":"journal-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4411154115.pdf","grobid_xml":"https://content.openalex.org/works/W4411154115.grobid-xml"},"referenced_works_count":105,"referenced_works":["https://openalex.org/W1822239915","https://openalex.org/W2019759670","https://openalex.org/W2084046180","https://openalex.org/W2306706380","https://openalex.org/W2727108324","https://openalex.org/W2766052996","https://openalex.org/W2914537577","https://openalex.org/W2955419507","https://openalex.org/W2955684604","https://openalex.org/W2993259699","https://openalex.org/W3016698196","https://openalex.org/W3021678642","https://openalex.org/W3024912642","https://openalex.org/W3035932798","https://openalex.org/W3038959308","https://openalex.org/W3158755204","https://openalex.org/W3165270933","https://openalex.org/W3196028473","https://openalex.org/W3198531509","https://openalex.org/W3198946509","https://openalex.org/W3201284223","https://openalex.org/W3206749614","https://openalex.org/W3216684557","https://openalex.org/W4210827551","https://openalex.org/W4223591627","https://openalex.org/W4236882189","https://openalex.org/W4281692210","https://openalex.org/W4281874808","https://openalex.org/W4283168218","https://openalex.org/W4297094638","https://openalex.org/W4310831666","https://openalex.org/W4312001989","https://openalex.org/W4312257216","https://openalex.org/W4312430702","https://openalex.org/W4313837302","https://openalex.org/W4322761281","https://openalex.org/W4324030804","https://openalex.org/W4327909421","https://openalex.org/W4327947795","https://openalex.org/W4360861734","https://openalex.org/W4361000408","https://openalex.org/W4362558246","https://openalex.org/W4365145108","https://openalex.org/W4376142596","https://openalex.org/W4381517622","https://openalex.org/W4381742300","https://openalex.org/W4385452944","https://openalex.org/W4386038345","https://openalex.org/W4386865772","https://openalex.org/W4388562277","https://openalex.org/W4389270755","https://openalex.org/W4389319558","https://openalex.org/W4390685855","https://openalex.org/W4391050349","https://openalex.org/W4391808171","https://openalex.org/W4391841409","https://openalex.org/W4392303127","https://openalex.org/W4392361899","https://openalex.org/W4392657468","https://openalex.org/W4392942785","https://openalex.org/W4394860631","https://openalex.org/W4396243158","https://openalex.org/W4396508517","https://openalex.org/W4396753517","https://openalex.org/W4396941410","https://openalex.org/W4398173690","https://openalex.org/W4399274236","https://openalex.org/W4400177645","https://openalex.org/W4400282477","https://openalex.org/W4400284381","https://openalex.org/W4400424445","https://openalex.org/W4401117607","https://openalex.org/W4401215792","https://openalex.org/W4401453366","https://openalex.org/W4401587480","https://openalex.org/W4402115352","https://openalex.org/W4402217513","https://openalex.org/W4402923406","https://openalex.org/W4403646186","https://openalex.org/W4404592166","https://openalex.org/W4404594937","https://openalex.org/W4405188486","https://openalex.org/W4405446155","https://openalex.org/W4406221095","https://openalex.org/W4406249867","https://openalex.org/W4406488955","https://openalex.org/W4406919742","https://openalex.org/W4407349502","https://openalex.org/W4407381506","https://openalex.org/W4407432913","https://openalex.org/W4407449493","https://openalex.org/W4407721413","https://openalex.org/W4407736486","https://openalex.org/W4407811704","https://openalex.org/W4408185025","https://openalex.org/W4408190306","https://openalex.org/W4408193848","https://openalex.org/W4408221477","https://openalex.org/W4408276601","https://openalex.org/W4408361331","https://openalex.org/W4408616088","https://openalex.org/W4408695433","https://openalex.org/W4408929521","https://openalex.org/W4409205548","https://openalex.org/W4409537637"],"related_works":["https://openalex.org/W6893055361","https://openalex.org/W7125632334","https://openalex.org/W4400965556","https://openalex.org/W4407809613","https://openalex.org/W4406919742","https://openalex.org/W4360585358","https://openalex.org/W4409973350","https://openalex.org/W2783399877","https://openalex.org/W7084107628","https://openalex.org/W7165545268"],"abstract_inverted_index":{"Sentiment":[0],"analysis":[1,37,52,55,190,243],"on":[2,24],"social":[3],"media":[4],"has":[5,33],"emerged":[6],"as":[7,64,128,207],"a":[8],"vital":[9],"research":[10,225],"area":[11],"due":[12],"to":[13,183,245],"the":[14,21,40,129],"growing":[15],"volume":[16],"of":[17,29,43,53],"user-generated":[18],"content":[19],"and":[20,72,92,102,117,136,149,154,169,192,197,216,233,249,258],"in-\u200ecreasing":[22],"reliance":[23],"data-driven":[25],"decision-making.":[26],"The":[27,139,199],"adoption":[28],"big":[30,45,110],"data":[31,111,184],"technologies":[32],"greatly":[34],"improved":[35],"sentiment":[36,54,242],"by":[38],"enabling":[39],"rapid":[41],"processing":[42,187],"unstructured":[44],"data.":[46],"This":[47,229],"review":[48,230],"presents":[49],"an":[50],"in-depth":[51],"methodologies,":[56],"covering":[57],"\u200eboth":[58],"conventional":[59],"machine":[60],"learning":[61,78],"(ML)":[62],"techniques-such":[63],"Na\u00efve":[65],"Bayes,":[66],"Support":[67],"Vector":[68],"Machines,":[69],"Decision":[70],"Trees,":[71],"Random":[73],"Forest":[74],"\u200eand":[75,226],"advanced":[76],"deep":[77],"(DL)":[79],"models,":[80],"including":[81,180,255],"Recurrent":[82],"Neural":[83],"Networks,":[84,88,91],"Long":[85],"Short-Term":[86],"Memory":[87],"Convolutional":[89],"Neu-\u200eral":[90],"Transformer-based":[93],"architectures":[94],"like":[95,113,145,158],"Bidirectional":[96],"Encoder":[97],"Representations":[98],"from":[99],"Transformers":[100,105],"(BERT)":[101],"Generative":[103],"\u200ePre-trained":[104],"(GPT).":[106],"Furthermore,":[107],"it":[108],"examines":[109],"frameworks":[112,144],"Hadoop,":[114],"Apache":[115,118],"Spark,":[116],"Flink,":[119],"along":[120,151],"with":[121,152,235],"\u200eNatural":[122],"Language":[123,131],"Processing":[124],"(NLP)":[125],"tools":[126],"such":[127,206],"Natural":[130],"Toolkit":[132],"(NLTK),":[133],"spaCy,":[134],"TextBlob,":[135],"Stanford":[137],"NLP.":[138],"paper":[140],"\u200ealso":[141],"discusses":[142],"ML/DL":[143],"Scikit-learn,":[146],"TensorFlow,":[147],"PyTorch,":[148],"Keras,":[150],"cloud":[153],"edge":[155,214],"computing":[156],"solutions":[157],"\u200eGoogle":[159],"Cloud":[160],"Artificial":[161],"Intelligence":[162,210],"(AI),":[163],"Amazon":[164],"Web":[165],"Services":[166],"(AWS)":[167],"Comprehend,":[168],"Edge":[170],"AI":[171],"(NVIDIA":[172],"Jetson).":[173],"Despite":[174],"technological":[175],"advancements,":[176],"several":[177],"challenges":[178],"persist,":[179],"issues":[181],"related":[182],"quality,":[185],"real-time":[186],"limitations,":[188],"multilingual":[189],"\u200ecomplexities,":[191],"ethical":[193,250],"concerns":[194],"regarding":[195],"bias":[196],"privacy.":[198],"field":[200],"is":[201],"also":[202],"witnessing":[203],"promising":[204],"developments,":[205],"Explainable":[208],"\u200eArtificial":[209],"(XAI),":[211],"federated":[212],"learning,":[213],"computing,":[215,218],"quantum":[217],"which":[219],"offer":[220],"new":[221],"directions":[222],"for":[223],"future":[224],"practical":[227],"implementations.":[228],"provides":[231],"researchers":[232],"professionals":[234],"valuable":[236],"insights,":[237],"outlining":[238],"potential":[239],"improvements":[240],"\u200ein":[241],"techniques":[244],"enhance":[246],"accuracy,":[247],"scalability,":[248],"considerations":[251],"across":[252],"various":[253],"sectors,":[254],"business,":[256],"\u200ehealthcare,":[257],"smart":[259],"manufacturing\u200e.":[260]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":2}],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2025-06-10T00:00:00"}
