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Sentiment Analysis of English Texts Using Deep Learning Methods: Comparative Study

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Palestine Technical College
Qararia A.; Jazzar M.; Eleyan A.; Bejaoui T.
Qararia, Aseel (60090566100); Jazzar, Mahmmoud (24724576700); Eleyan, Amna (39661059000); Bejaoui, Tarek (8859862200)
60090566100; 24724576700; 39661059000; 8859862200
2025
2025 7th International Conference on Smart Applications, Communications and Networking, SmartNets 2025
Sentiment Analysis of English Texts Using Deep Learning Methods: Comparative Study
Institute of Electrical and Electronics Engineers Inc.
College of Information Technology, Palestine Technical University - Kadoorie, Tulkarem, Palestine; Manchester Metropolitan University, Department of Computing and Mathematics, Manchester, United Kingdom; University of Carthage, Computer Engineering Department, Tunisia
Qararia A., College of Information Technology, Palestine Technical University - Kadoorie, Tulkarem, Palestine; Jazzar M., College of Information Technology, Palestine Technical University - Kadoorie, Tulkarem, Palestine; Eleyan A., Manchester Metropolitan University, Department of Computing and Mathematics, Manchester, United Kingdom; Bejaoui T., University of Carthage, Computer Engineering Department, Tunisia
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10.1109/SmartNets65254.2025.11106772
BERT; CNN; DL; LSTM; Performance evaluation; Resource limitations; RNN; Sentiment analysis; Social media; Twitter
Behavioral research; Convolutional neural networks; Data mining; Intelligent systems; Learning systems; Long short-term memory; Social networking (online); Bidirectional encoder representation from transformer; Convolutional neural network; Deep learning; Error rate; Neural-networks; Performances evaluation; Resource limitations; Sentiment analysis; Short term memory; Social media; Sentiment analysis