{"id":"https://openalex.org/W4403095871","doi":"https://doi.org/10.1109/access.2024.3473617","title":"An Ensemble-Based Model for Sentiment Analysis of Persian Comments on Instagram Using Deep Learning Algorithms","display_name":"An Ensemble-Based Model for Sentiment Analysis of Persian Comments on Instagram Using Deep Learning Algorithms","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4403095871","doi":"https://doi.org/10.1109/access.2024.3473617"},"language":"en","primary_location":{"id":"doi:10.1109/access.2024.3473617","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3473617","pdf_url":null,"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://doi.org/10.1109/access.2024.3473617","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5107733824","display_name":"Soheyla Eyvazi-Abdoljabbar","orcid":null},"institutions":[{"id":"https://openalex.org/I41832843","display_name":"University of Tabriz","ror":"https://ror.org/01papkj44","country_code":"IR","type":"education","lineage":["https://openalex.org/I41832843"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Soheyla Eyvazi-Abdoljabbar","raw_affiliation_strings":["Department of Computer Engineering, Computerized Intelligence Systems Laboratory, Faculty of Electrical and Computer Engineering, University of Tabriz, Tabriz, Iran","Department of Computer Engineering, Faculty of Electrical and Computer Engineering, Computerized Intelligence Systems Laboratory, University of Tabriz, Tabriz, Iran"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, Computerized Intelligence Systems Laboratory, Faculty of Electrical and Computer Engineering, University of Tabriz, Tabriz, Iran","institution_ids":["https://openalex.org/I41832843"]},{"raw_affiliation_string":"Department of Computer Engineering, Faculty of Electrical and Computer Engineering, Computerized Intelligence Systems Laboratory, University of Tabriz, Tabriz, Iran","institution_ids":["https://openalex.org/I41832843"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005406818","display_name":"SeongKi Kim","orcid":"https://orcid.org/0000-0002-2664-3632"},"institutions":[{"id":"https://openalex.org/I152238500","display_name":"Chosun University","ror":"https://ror.org/01zt9a375","country_code":"KR","type":"education","lineage":["https://openalex.org/I152238500"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Seongki Kim","raw_affiliation_strings":["Department of Computer Engineering, Chosun University, Gwangju, South Korea"],"raw_orcid":"https://orcid.org/0000-0002-2664-3632","affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, Chosun University, Gwangju, South Korea","institution_ids":["https://openalex.org/I152238500"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056445813","display_name":"Mohammad\u2010Reza Feizi\u2010Derakhshi","orcid":"https://orcid.org/0000-0002-8548-976X"},"institutions":[{"id":"https://openalex.org/I41832843","display_name":"University of Tabriz","ror":"https://ror.org/01papkj44","country_code":"IR","type":"education","lineage":["https://openalex.org/I41832843"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Mohammad-Reza Feizi-Derakhshi","raw_affiliation_strings":["Department of Computer Engineering, Computerized Intelligence Systems Laboratory, Faculty of Electrical and Computer Engineering, University of Tabriz, Tabriz, Iran","Department of Computer Engineering, Faculty of Electrical and Computer Engineering, Computerized Intelligence Systems Laboratory, University of Tabriz, Tabriz, Iran"],"raw_orcid":"https://orcid.org/0000-0002-8548-976X","affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, Computerized Intelligence Systems Laboratory, Faculty of Electrical and Computer Engineering, University of Tabriz, Tabriz, Iran","institution_ids":["https://openalex.org/I41832843"]},{"raw_affiliation_string":"Department of Computer Engineering, Faculty of Electrical and Computer Engineering, Computerized Intelligence Systems Laboratory, University of Tabriz, Tabriz, Iran","institution_ids":["https://openalex.org/I41832843"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071929303","display_name":"Zari Farhadi","orcid":"https://orcid.org/0000-0003-4411-6761"},"institutions":[{"id":"https://openalex.org/I41832843","display_name":"University of Tabriz","ror":"https://ror.org/01papkj44","country_code":"IR","type":"education","lineage":["https://openalex.org/I41832843"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Zari Farhadi","raw_affiliation_strings":["Department of Computer Engineering, Computerized Intelligence Systems Laboratory, Faculty of Electrical and Computer Engineering, University of Tabriz, Tabriz, Iran","Department of Computer Engineering, Faculty of Electrical and Computer Engineering, Computerized Intelligence Systems Laboratory, University of Tabriz, Tabriz, Iran"],"raw_orcid":"https://orcid.org/0000-0003-4411-6761","affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, Computerized Intelligence Systems Laboratory, Faculty of Electrical and Computer Engineering, University of Tabriz, Tabriz, Iran","institution_ids":["https://openalex.org/I41832843"]},{"raw_affiliation_string":"Department of Computer Engineering, Faculty of Electrical and Computer Engineering, Computerized Intelligence Systems Laboratory, University of Tabriz, Tabriz, Iran","institution_ids":["https://openalex.org/I41832843"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5037192619","display_name":"Dheyaa Abdulameer Mohammed","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Dheyaa Abdulameer Mohammed","raw_affiliation_strings":["College of Information Technology, Imam Ja&#x2019;afar Al-Sadiq University, Al-Muthanna, Iraq"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Information Technology, Imam Ja&#x2019;afar Al-Sadiq University, Al-Muthanna, Iraq","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":3.0547,"has_fulltext":false,"cited_by_count":10,"citation_normalized_percentile":{"value":0.92549334,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"12","issue":null,"first_page":"151223","last_page":"151235"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.9929999709129333,"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":0.9929999709129333,"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":0.9354000091552734,"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/T11344","display_name":"Traffic Prediction and Management Techniques","score":0.9115999937057495,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7157025337219238},{"id":"https://openalex.org/keywords/persian","display_name":"Persian","score":0.701155424118042},{"id":"https://openalex.org/keywords/sentiment-analysis","display_name":"Sentiment analysis","score":0.689155638217926},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5346654057502747},{"id":"https://openalex.org/keywords/ensemble-learning","display_name":"Ensemble learning","score":0.5014016628265381},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.39523857831954956},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.34209102392196655},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3282143771648407}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7157025337219238},{"id":"https://openalex.org/C2776527531","wikidata":"https://www.wikidata.org/wiki/Q9168","display_name":"Persian","level":2,"score":0.701155424118042},{"id":"https://openalex.org/C66402592","wikidata":"https://www.wikidata.org/wiki/Q2271421","display_name":"Sentiment analysis","level":2,"score":0.689155638217926},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5346654057502747},{"id":"https://openalex.org/C45942800","wikidata":"https://www.wikidata.org/wiki/Q245652","display_name":"Ensemble learning","level":2,"score":0.5014016628265381},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.39523857831954956},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.34209102392196655},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3282143771648407},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2024.3473617","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3473617","pdf_url":null,"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:55bcecbd5c81469b9001ee21cfcd1bc5","is_oa":true,"landing_page_url":"https://doaj.org/article/55bcecbd5c81469b9001ee21cfcd1bc5","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":"IEEE Access, Vol 12, Pp 151223-151235 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2024.3473617","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3473617","pdf_url":null,"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":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":45,"referenced_works":["https://openalex.org/W319996907","https://openalex.org/W2783819197","https://openalex.org/W2939931462","https://openalex.org/W2941799245","https://openalex.org/W2951042832","https://openalex.org/W2995562199","https://openalex.org/W3003618396","https://openalex.org/W3013466528","https://openalex.org/W3034124771","https://openalex.org/W3037617842","https://openalex.org/W3058507927","https://openalex.org/W3118751087","https://openalex.org/W3131630641","https://openalex.org/W3133696950","https://openalex.org/W3166147818","https://openalex.org/W3181029726","https://openalex.org/W3198531509","https://openalex.org/W4200540109","https://openalex.org/W4205184193","https://openalex.org/W4220977107","https://openalex.org/W4221131704","https://openalex.org/W4223981550","https://openalex.org/W4225162041","https://openalex.org/W4226150491","https://openalex.org/W4280495986","https://openalex.org/W4281480922","https://openalex.org/W4289656276","https://openalex.org/W4294608862","https://openalex.org/W4295122723","https://openalex.org/W4297094638","https://openalex.org/W4303982355","https://openalex.org/W4306362235","https://openalex.org/W4306920896","https://openalex.org/W4310472683","https://openalex.org/W4310803265","https://openalex.org/W4321510588","https://openalex.org/W4382490475","https://openalex.org/W4385555613","https://openalex.org/W4388762533","https://openalex.org/W4391074103","https://openalex.org/W4391361653","https://openalex.org/W4391573775","https://openalex.org/W4392007333","https://openalex.org/W4392052667","https://openalex.org/W6751896580"],"related_works":["https://openalex.org/W4232962587","https://openalex.org/W4376643315","https://openalex.org/W4324137541","https://openalex.org/W2900445707","https://openalex.org/W4285741730","https://openalex.org/W1191482210","https://openalex.org/W4285046548","https://openalex.org/W4210302090","https://openalex.org/W3092276832","https://openalex.org/W4375951447"],"abstract_inverted_index":{"On":[0],"a":[1,41,89,251],"daily":[2],"basis,":[3],"an":[4,61,102],"abundance":[5],"of":[6,12,40,52,71,80,93,129,162,205,241],"opinions,":[7],"thousands":[8],"or":[9,132],"even":[10],"millions":[11],"comments":[13,26,113,220],"are":[14,174,190],"generated":[15],"by":[16,34],"various":[17],"individuals":[18],"on":[19,114,221],"social":[20,117],"media.":[21],"Collecting":[22],"and":[23,30,127,149,171,187],"evaluating":[24],"these":[25],"using":[27],"traditional":[28],"methods":[29,56],"algorithms":[31,83],"is":[32,46,67,105,122,147,153,212],"accompanied":[33],"less":[35],"accuracy.":[36,59],"Therefore,":[37,60],"the":[38,49,78,96,99,115,125,180,194,198,203,206,210,215,227,232,247,255],"development":[39],"robust":[42],"sentiment":[43],"analysis":[44,51],"system":[45],"essential":[47],"for":[48,124,155],"accurate":[50],"users\u2019":[53,130],"sentiments.":[54,97],"Current":[55],"have":[57],"limited":[58],"idea":[62],"to":[63,68,107,192,214],"overcome":[64],"this":[65,156],"limitation":[66],"get":[69],"benefit":[70],"several":[72,81],"classifiers":[73],"together.":[74],"Ensemble":[75],"methods,":[76],"through":[77],"combination":[79],"different":[82],"with":[84],"diverse":[85],"structures,":[86],"can":[87],"generate":[88],"new":[90],"framework":[91],"capable":[92],"better":[94],"analyzing":[95],"In":[98,239],"present":[100],"study,":[101],"ensemble-based":[103,208,229],"model":[104,121,139,211],"introduced":[106],"extract":[108],"meaningful":[109],"information":[110],"from":[111,197],"Persian":[112,219],"Instagram":[116],"media":[118],"platform.":[119],"The":[120,144,158],"proposed":[123,164,207,228],"classification":[126],"prediction":[128],"behaviors":[131],"emotions":[133],"across":[134],"distinct":[135],"categories.":[136],"This":[137],"hybrid":[138],"comprises":[140],"three":[141],"main":[142],"phases.":[143],"first":[145],"phase":[146,160],"pre-processing":[148],"word":[150],"embedding.":[151],"Word2Vec":[152],"used":[154,175],"manner.":[157],"second":[159],"consists":[161],"four":[163],"deep":[165],"models,":[166],"namely":[167],"CNN,":[168],"LSTM,":[169],"CNN-LSTM,":[170],"LSTM-CNN":[172],"which":[173],"as":[176],"classifiers.":[177],"Finally,":[178],"in":[179],"third":[181],"phase,":[182],"ensemble":[183,189,237,249],"techniques":[184],"like":[185],"MLP":[186,256],"Voting":[188,233,248],"employed":[191],"aggregate":[193],"results":[195,224],"derived":[196],"previous":[199],"phase.":[200],"To":[201],"evaluate":[202],"performance":[204],"model,":[209,230],"applied":[213],"Insta.csv":[216],"dataset,":[217],"containing":[218],"Instagram.":[222],"Experimental":[223],"demonstrate":[225],"that":[226],"utilizing":[231],"ensemble,":[234],"outperforms":[235],"other":[236],"methods.":[238],"terms":[240],"accuracy,":[242],"it":[243],"achieves":[244],"72.337%,":[245],"therefore,":[246],"shows":[250],"4.9%":[252],"improvement":[253],"over":[254],"ensemble.":[257]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":8}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
