{"id":"https://openalex.org/W4381337557","doi":"https://doi.org/10.3390/computers12060126","title":"Arabic Sentiment Analysis Based on Word Embeddings and Deep Learning","display_name":"Arabic Sentiment Analysis Based on Word Embeddings and Deep Learning","publication_year":2023,"publication_date":"2023-06-19","ids":{"openalex":"https://openalex.org/W4381337557","doi":"https://doi.org/10.3390/computers12060126"},"language":"en","primary_location":{"id":"doi:10.3390/computers12060126","is_oa":true,"landing_page_url":"https://doi.org/10.3390/computers12060126","pdf_url":"https://www.mdpi.com/2073-431X/12/6/126/pdf?version=1687744108","source":{"id":"https://openalex.org/S4210228075","display_name":"Computers","issn_l":"2073-431X","issn":["2073-431X"],"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":"Computers","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2073-431X/12/6/126/pdf?version=1687744108","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5092215009","display_name":"Nasrin Elhassan","orcid":null},"institutions":[{"id":"https://openalex.org/I9353105","display_name":"Sudan University of Science and Technology","ror":"https://ror.org/02fwtg066","country_code":"SD","type":"education","lineage":["https://openalex.org/I9353105"]}],"countries":["SD"],"is_corresponding":false,"raw_author_name":"Nasrin Elhassan","raw_affiliation_strings":["College of Computer Sciences and Information Technology, Sudan University of Science and Technology, Khartoum P.O. Box 407, Sudan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer Sciences and Information Technology, Sudan University of Science and Technology, Khartoum P.O. Box 407, Sudan","institution_ids":["https://openalex.org/I9353105"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054264354","display_name":"Giuseppe Varone","orcid":"https://orcid.org/0000-0002-3616-6032"},"institutions":[{"id":"https://openalex.org/I12912129","display_name":"Northeastern University","ror":"https://ror.org/04t5xt781","country_code":"US","type":"education","lineage":["https://openalex.org/I12912129"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Giuseppe Varone","raw_affiliation_strings":["Department of Physical Therapy, Movement and Rehabilitation Science, Northeastern University, Boston, MA 02115, USA"],"raw_orcid":"https://orcid.org/0000-0002-3616-6032","affiliations":[{"raw_affiliation_string":"Department of Physical Therapy, Movement and Rehabilitation Science, Northeastern University, Boston, MA 02115, USA","institution_ids":["https://openalex.org/I12912129"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110963109","display_name":"Rami Ahmed","orcid":null},"institutions":[{"id":"https://openalex.org/I9353105","display_name":"Sudan University of Science and Technology","ror":"https://ror.org/02fwtg066","country_code":"SD","type":"education","lineage":["https://openalex.org/I9353105"]}],"countries":["SD"],"is_corresponding":false,"raw_author_name":"Rami Ahmed","raw_affiliation_strings":["College of Computer Sciences and Information Technology, Sudan University of Science and Technology, Khartoum P.O. Box 407, Sudan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer Sciences and Information Technology, Sudan University of Science and Technology, Khartoum P.O. Box 407, Sudan","institution_ids":["https://openalex.org/I9353105"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068981769","display_name":"Mandar Gogate","orcid":"https://orcid.org/0000-0003-1712-9014"},"institutions":[{"id":"https://openalex.org/I251738","display_name":"Edinburgh Napier University","ror":"https://ror.org/03zjvnn91","country_code":"GB","type":"education","lineage":["https://openalex.org/I251738"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Mandar Gogate","raw_affiliation_strings":["School of Computing, Edinburgh Napier University, Edinburgh EH10 5DT, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computing, Edinburgh Napier University, Edinburgh EH10 5DT, UK","institution_ids":["https://openalex.org/I251738"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058869522","display_name":"Kia Dashtipour","orcid":"https://orcid.org/0000-0002-9651-6487"},"institutions":[{"id":"https://openalex.org/I251738","display_name":"Edinburgh Napier University","ror":"https://ror.org/03zjvnn91","country_code":"GB","type":"education","lineage":["https://openalex.org/I251738"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Kia Dashtipour","raw_affiliation_strings":["School of Computing, Edinburgh Napier University, Edinburgh EH10 5DT, UK"],"raw_orcid":"https://orcid.org/0000-0002-9651-6487","affiliations":[{"raw_affiliation_string":"School of Computing, Edinburgh Napier University, Edinburgh EH10 5DT, UK","institution_ids":["https://openalex.org/I251738"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067855165","display_name":"Hani Almoamari","orcid":null},"institutions":[{"id":"https://openalex.org/I4210151290","display_name":"Islamic University of Madinah","ror":"https://ror.org/03rcp1y74","country_code":"SA","type":"education","lineage":["https://openalex.org/I4210151290"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Hani Almoamari","raw_affiliation_strings":["Faculty of Computer and Information Systems, Islamic University of Madinah, Medina 42351, Saudi Arabia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Computer and Information Systems, Islamic University of Madinah, Medina 42351, Saudi Arabia","institution_ids":["https://openalex.org/I4210151290"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038150152","display_name":"Mohammed ElAffendi","orcid":"https://orcid.org/0000-0001-9349-1985"},"institutions":[{"id":"https://openalex.org/I142024983","display_name":"Prince Sultan University","ror":"https://ror.org/053mqrf26","country_code":"SA","type":"education","lineage":["https://openalex.org/I142024983"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Mohammed A. El-Affendi","raw_affiliation_strings":["Department of Computer Science, College of Computer and Information Sciences, Prince Sultan University, Riyadh 12435, Saudi Arabia"],"raw_orcid":"https://orcid.org/0000-0001-9349-1985","affiliations":[{"raw_affiliation_string":"Department of Computer Science, College of Computer and Information Sciences, Prince Sultan University, Riyadh 12435, Saudi Arabia","institution_ids":["https://openalex.org/I142024983"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065762130","display_name":"Bassam Naji Al-Tamimi","orcid":null},"institutions":[{"id":"https://openalex.org/I12870472","display_name":"Birmingham City University","ror":"https://ror.org/00t67pt25","country_code":"GB","type":"education","lineage":["https://openalex.org/I12870472"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Bassam Naji Al-Tamimi","raw_affiliation_strings":["School of Computing and Digital Technology, Birmingham City University, Birmingham B4 7XG, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computing and Digital Technology, Birmingham City University, Birmingham B4 7XG, UK","institution_ids":["https://openalex.org/I12870472"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087536215","display_name":"Faisal Albalwy","orcid":"https://orcid.org/0000-0002-2342-2156"},"institutions":[{"id":"https://openalex.org/I23075662","display_name":"Taibah University","ror":"https://ror.org/01xv1nn60","country_code":"SA","type":"education","lineage":["https://openalex.org/I23075662"]},{"id":"https://openalex.org/I28407311","display_name":"University of Manchester","ror":"https://ror.org/027m9bs27","country_code":"GB","type":"education","lineage":["https://openalex.org/I28407311"]}],"countries":["GB","SA"],"is_corresponding":false,"raw_author_name":"Faisal Albalwy","raw_affiliation_strings":["Department of Computer Science, College of Computer Science and Engineering, Taibah University, Madinah 42353, Saudi Arabia","Division of Informatics, Imaging and Data Sciences, School of Health Sciences, Faculty of Biology, Medicine and Health, The University of Manchester, Stopford Building, Oxford Road, Manchester M13 9PL, UK"],"raw_orcid":"https://orcid.org/0000-0002-2342-2156","affiliations":[{"raw_affiliation_string":"Department of Computer Science, College of Computer Science and Engineering, Taibah University, Madinah 42353, Saudi Arabia","institution_ids":["https://openalex.org/I23075662"]},{"raw_affiliation_string":"Division of Informatics, Imaging and Data Sciences, School of Health Sciences, Faculty of Biology, Medicine and Health, The University of Manchester, Stopford Building, Oxford Road, Manchester M13 9PL, UK","institution_ids":["https://openalex.org/I28407311"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5062211930","display_name":"Amir Hussain","orcid":"https://orcid.org/0000-0002-8080-082X"},"institutions":[{"id":"https://openalex.org/I251738","display_name":"Edinburgh Napier University","ror":"https://ror.org/03zjvnn91","country_code":"GB","type":"education","lineage":["https://openalex.org/I251738"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Amir Hussain","raw_affiliation_strings":["School of Computing, Edinburgh Napier University, Edinburgh EH10 5DT, UK"],"raw_orcid":"https://orcid.org/0000-0002-8080-082X","affiliations":[{"raw_affiliation_string":"School of Computing, Edinburgh Napier University, Edinburgh EH10 5DT, UK","institution_ids":["https://openalex.org/I251738"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":10,"corresponding_author_ids":["https://openalex.org/A5062211930"],"corresponding_institution_ids":["https://openalex.org/I251738"],"apc_list":{"value":1600,"currency":"CHF","value_usd":1732},"apc_paid":{"value":1600,"currency":"CHF","value_usd":1732},"fwci":7.0613,"has_fulltext":true,"cited_by_count":42,"citation_normalized_percentile":{"value":0.97693591,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"12","issue":"6","first_page":"126","last_page":"126"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.9998000264167786,"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":0.9998000264167786,"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":0.9994999766349792,"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":0.9984999895095825,"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":0.7997444868087769},{"id":"https://openalex.org/keywords/sentiment-analysis","display_name":"Sentiment analysis","score":0.7765847444534302},{"id":"https://openalex.org/keywords/word2vec","display_name":"Word2vec","score":0.7611200213432312},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7129737734794617},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.6765478849411011},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5902976989746094},{"id":"https://openalex.org/keywords/variety","display_name":"Variety (cybernetics)","score":0.5208312273025513},{"id":"https://openalex.org/keywords/word","display_name":"Word (group theory)","score":0.503457248210907},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.4988424777984619},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.49425435066223145},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.4822421967983246},{"id":"https://openalex.org/keywords/word-embedding","display_name":"Word embedding","score":0.43592825531959534},{"id":"https://openalex.org/keywords/linguistics","display_name":"Linguistics","score":0.1555970013141632}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7997444868087769},{"id":"https://openalex.org/C66402592","wikidata":"https://www.wikidata.org/wiki/Q2271421","display_name":"Sentiment analysis","level":2,"score":0.7765847444534302},{"id":"https://openalex.org/C2776461190","wikidata":"https://www.wikidata.org/wiki/Q22673982","display_name":"Word2vec","level":3,"score":0.7611200213432312},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7129737734794617},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.6765478849411011},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5902976989746094},{"id":"https://openalex.org/C136197465","wikidata":"https://www.wikidata.org/wiki/Q1729295","display_name":"Variety (cybernetics)","level":2,"score":0.5208312273025513},{"id":"https://openalex.org/C90805587","wikidata":"https://www.wikidata.org/wiki/Q10944557","display_name":"Word (group theory)","level":2,"score":0.503457248210907},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.4988424777984619},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.49425435066223145},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.4822421967983246},{"id":"https://openalex.org/C2777462759","wikidata":"https://www.wikidata.org/wiki/Q18395344","display_name":"Word embedding","level":3,"score":0.43592825531959534},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.1555970013141632},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0},{"id":"https://openalex.org/C41608201","wikidata":"https://www.wikidata.org/wiki/Q980509","display_name":"Embedding","level":2,"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/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3390/computers12060126","is_oa":true,"landing_page_url":"https://doi.org/10.3390/computers12060126","pdf_url":"https://www.mdpi.com/2073-431X/12/6/126/pdf?version=1687744108","source":{"id":"https://openalex.org/S4210228075","display_name":"Computers","issn_l":"2073-431X","issn":["2073-431X"],"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":"Computers","raw_type":"journal-article"},{"id":"pmh:oai:pure.atira.dk:openaire/45751d16-27ee-4604-b09b-513a3da81132","is_oa":true,"landing_page_url":"https://research.manchester.ac.uk/en/publications/45751d16-27ee-4604-b09b-513a3da81132","pdf_url":null,"source":{"id":"https://openalex.org/S4306400662","display_name":"Research Explorer (The University of Manchester)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I28407311","host_organization_name":"University of Manchester","host_organization_lineage":["https://openalex.org/I28407311"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Elhassan, N, Varone, G, Ahmed, R, Gogate, M, Dashtipour, K, Almoamari, H, El-Affendi, M A, Al-Tamimi, B N, Albalwy, F & Hussain, A 2023, 'Arabic Sentiment Analysis Based on Word Embeddings and Deep Learning', Computers, vol. 12, no. 6, 126. https://doi.org/10.3390/computers12060126","raw_type":"info:eu-repo/semantics/publishedVersion"},{"id":"pmh:oai:doaj.org/article:cc0d0d46e8674dcbb0fee7443f2a7ec3","is_oa":true,"landing_page_url":"https://doaj.org/article/cc0d0d46e8674dcbb0fee7443f2a7ec3","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":"Computers, Vol 12, Iss 6, p 126 (2023)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/computers12060126","is_oa":true,"landing_page_url":"https://doi.org/10.3390/computers12060126","pdf_url":"https://www.mdpi.com/2073-431X/12/6/126/pdf?version=1687744108","source":{"id":"https://openalex.org/S4210228075","display_name":"Computers","issn_l":"2073-431X","issn":["2073-431X"],"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":"Computers","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4","score":0.800000011920929}],"awards":[{"id":"https://openalex.org/G1504366969","display_name":"Natural Language Generation for Low-resource Domains","funder_award_id":"EP/T024917/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"},{"id":"https://openalex.org/G2193117753","display_name":"COG-MHEAR: Towards cognitively-inspired 5G-IoT enabled, multi-modal Hearing Aids","funder_award_id":"EP/T021063/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"},{"id":"https://openalex.org/G2447866707","display_name":null,"funder_award_id":"EP/T021063/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"},{"id":"https://openalex.org/G3391686670","display_name":null,"funder_award_id":"EP/T024917","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"},{"id":"https://openalex.org/G386565863","display_name":null,"funder_award_id":"EP/T024917/","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"},{"id":"https://openalex.org/G4097937278","display_name":"Towards visually-driven speech enhancement for cognitively-inspired multi-modal hearing-aid devices (AV-COGHEAR)","funder_award_id":"EP/M026981/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"},{"id":"https://openalex.org/G516355801","display_name":null,"funder_award_id":"COG-MHEAR (EP/T021063/1)","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"}],"funders":[{"id":"https://openalex.org/F4320334627","display_name":"Engineering and Physical Sciences Research Council","ror":"https://ror.org/0439y7842"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4381337557.pdf"},"referenced_works_count":82,"referenced_works":["https://openalex.org/W1133916940","https://openalex.org/W1543211283","https://openalex.org/W1966863499","https://openalex.org/W2024244759","https://openalex.org/W2064675550","https://openalex.org/W2120615054","https://openalex.org/W2184392751","https://openalex.org/W2250539671","https://openalex.org/W2251137535","https://openalex.org/W2288974521","https://openalex.org/W2493916176","https://openalex.org/W2556522401","https://openalex.org/W2583643061","https://openalex.org/W2586286573","https://openalex.org/W2594612414","https://openalex.org/W2612769033","https://openalex.org/W2624793351","https://openalex.org/W2625625371","https://openalex.org/W2626590196","https://openalex.org/W2626867234","https://openalex.org/W2733520819","https://openalex.org/W2735552604","https://openalex.org/W2735605265","https://openalex.org/W2765664019","https://openalex.org/W2766052996","https://openalex.org/W2767299343","https://openalex.org/W2774660494","https://openalex.org/W2797669327","https://openalex.org/W2805354644","https://openalex.org/W2832139998","https://openalex.org/W2885559102","https://openalex.org/W2901922204","https://openalex.org/W2908092214","https://openalex.org/W2910941296","https://openalex.org/W2917085252","https://openalex.org/W2930339803","https://openalex.org/W2944668906","https://openalex.org/W2945836255","https://openalex.org/W2950962190","https://openalex.org/W2951042832","https://openalex.org/W2954498767","https://openalex.org/W2963104701","https://openalex.org/W2963119602","https://openalex.org/W2978872640","https://openalex.org/W2991668971","https://openalex.org/W3008955082","https://openalex.org/W3031703453","https://openalex.org/W3032746405","https://openalex.org/W3033291431","https://openalex.org/W3038402194","https://openalex.org/W3081766916","https://openalex.org/W3087004468","https://openalex.org/W3092047717","https://openalex.org/W3095369918","https://openalex.org/W3104523752","https://openalex.org/W3105772961","https://openalex.org/W3112208384","https://openalex.org/W3118715115","https://openalex.org/W3127365535","https://openalex.org/W3128199078","https://openalex.org/W3132929799","https://openalex.org/W3134056544","https://openalex.org/W3136334766","https://openalex.org/W3152855017","https://openalex.org/W3160464195","https://openalex.org/W3174646436","https://openalex.org/W3186641415","https://openalex.org/W3186997021","https://openalex.org/W3194774163","https://openalex.org/W3216452752","https://openalex.org/W4212923056","https://openalex.org/W4318483859","https://openalex.org/W4393086709","https://openalex.org/W6680762825","https://openalex.org/W6686435349","https://openalex.org/W6730169791","https://openalex.org/W6734267343","https://openalex.org/W6781686365","https://openalex.org/W6783085999","https://openalex.org/W6796747266","https://openalex.org/W6804884774","https://openalex.org/W6842525922"],"related_works":["https://openalex.org/W4313892829","https://openalex.org/W2335882425","https://openalex.org/W4210823838","https://openalex.org/W2898264138","https://openalex.org/W3192849410","https://openalex.org/W4317564474","https://openalex.org/W2747424680","https://openalex.org/W3123905954","https://openalex.org/W4298857951","https://openalex.org/W3080191145"],"abstract_inverted_index":{"Social":[0],"media":[1],"networks":[2,170],"have":[3,74],"grown":[4],"exponentially":[5],"over":[6],"the":[7,12,17,53,60,67,76,87,90,100,108,126,136,159,231,241,252,277,287,292,306,311,317,332,338,355],"last":[8],"two":[9,204],"decades,":[10],"providing":[11],"opportunity":[13],"for":[14,213,222,296,316,337],"users":[15],"of":[16,27,52,57,62,78,89,99,110,128,138,161,240,246,254,262],"internet":[18],"to":[19,46,157,250,266],"communicate":[20],"and":[21,43,96,114,132,176,193,216,237,259,269,271,303,313,325,345],"exchange":[22],"ideas":[23],"on":[24,147],"a":[25,36,177],"variety":[26],"topics.":[28],"The":[29,93,182,199,243],"outcome":[30],"is":[31,249],"that":[32,69,276],"opinion":[33],"mining":[34],"plays":[35],"crucial":[37],"role":[38],"in":[39,59,86,135,151,282],"analyzing":[40],"user":[41],"opinions":[42],"applying":[44,286,354],"these":[45],"guide":[47],"choices,":[48],"making":[49],"it":[50],"one":[51],"most":[54,283],"popular":[55],"areas":[56],"research":[58],"field":[61,137],"natural":[63],"language":[64,101],"processing.":[65],"Despite":[66],"fact":[68],"several":[70,79],"languages,":[71],"including":[72],"English,":[73],"been":[75,84],"subjects":[77],"studies,":[80],"not":[81],"much":[82],"has":[83],"conducted":[85,145],"area":[88],"Arabic":[91,162,206,209,218],"language.":[92],"morphological":[94],"complexities":[95],"various":[97,256],"dialects":[98],"make":[102],"semantic":[103],"analysis":[104],"particularly":[105],"challenging.":[106],"Moreover,":[107],"lack":[109],"accurate":[111],"pre-processing":[112],"tools":[113],"limited":[115],"resources":[116],"are":[117],"constraining":[118],"factors.":[119],"This":[120],"novel":[121],"study":[122,248],"was":[123],"motivated":[124],"by":[125,187,321],"accomplishments":[127],"deep":[129,165],"learning":[130,150,166],"algorithms":[131],"word":[133,153,188,257,289],"embeddings":[134,154,189,236,258],"English":[139],"sentiment":[140,160],"analysis.":[141],"Extensive":[142],"experiments":[143,229],"were":[144,155,180,201,280,335],"based":[146],"supervised":[148],"machine":[149],"which":[152],"exploited":[156],"determine":[158],"reviews.":[163],"Three":[164],"algorithms,":[167],"convolutional":[168],"neural":[169],"(CNNs),":[171],"long":[172],"short-term":[173],"memory":[174],"(LSTM),":[175],"hybrid":[178],"CNN-LSTM,":[179],"introduced.":[181],"models":[183,200,233,315],"used":[184],"features":[185],"learned":[186],"such":[190],"as":[191],"Word2Vec":[192,344],"fastText":[194,288],"rather":[195],"than":[196],"hand-crafted":[197],"features.":[198],"tested":[202],"using":[203,255,291,342],"benchmark":[205,263,318],"datasets:":[207],"Hotel":[208],"Reviews":[210,220],"Dataset":[211],"(HARD)":[212],"hotel":[214],"reviews":[215],"Large-Scale":[217],"Book":[219],"(LARB)":[221],"book":[223],"reviews,":[224],"with":[225,234,328],"different":[226,238,260],"setups.":[227],"Comparative":[228],"utilized":[230],"three":[232,298],"two-word":[235],"setups":[239,261],"datasets.":[242],"main":[244],"novelty":[245],"this":[247],"explore":[251],"effectiveness":[253],"datasets":[264],"relating":[265],"balance,":[267],"imbalance,":[268],"binary":[270],"multi-classification":[272],"aspects.":[273],"Findings":[274],"showed":[275],"best":[278],"results":[279,334],"obtained":[281,336],"cases":[284],"when":[285],"embedding":[290],"HARD":[293,319],"2-imbalance":[294],"dataset":[295,320,341],"all":[297],"proposed":[299,307],"models:":[300],"CNN,":[301],"LSTM,":[302],"CNN-LSTM.":[304],"Further,":[305],"CNN":[308],"model":[309],"outperformed":[310,349],"LSTM":[312],"CNN-LSTM":[314],"achieving":[322],"94.69%,":[323],"94.63%,":[324],"94.54%":[326],"accuracy":[327],"fastText,":[329],"respectively.":[330],"Although":[331],"worst":[333],"LABR":[339],"3-imbalance":[340],"both":[343],"FastText,":[346],"they":[347],"still":[348],"other":[350],"researchers\u2019":[351],"state-of-the-art":[352],"outcomes":[353],"same":[356],"dataset.":[357]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":20},{"year":2024,"cited_by_count":19}],"updated_date":"2026-05-07T13:39:58.223016","created_date":"2023-06-21T00:00:00"}
