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Advancing Sentiment Analysis for Colloquial Arabic: A Comparison of Machine Learning and Lexicon-Based Approaches for the Palestinian Dialect

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Al-Quds Open University
Rabaya K.; Hasasneh A.; Rantisi K.
Rabaya, Khalid (59416763900); Hasasneh, Ahmad (55421397900); Rantisi, Khalil (60210245100)
59416763900; 55421397900; 60210245100
2025
Journal of Advances in Information Technology
Advancing Sentiment Analysis for Colloquial Arabic: A Comparison of Machine Learning and Lexicon-Based Approaches for the Palestinian Dialect
16
11
1511
1519
Engineering and Technology Publishing
Department of Computer Science, Faculty of Information Technology, Arab American University, Jenin, Palestine; Department of Natural, Engineering, and Technology Sciences, Faculty of Graduate Studies, Arab American University, Ramallah, Palestine; Department of Computer Science, Faculty of Information Technology, Al-Quds Open University, Ramallah, Palestine
Rabaya K., Department of Computer Science, Faculty of Information Technology, Arab American University, Jenin, Palestine; Hasasneh A., Department of Natural, Engineering, and Technology Sciences, Faculty of Graduate Studies, Arab American University, Ramallah, Palestine; Rantisi K., Department of Computer Science, Faculty of Information Technology, Al-Quds Open University, Ramallah, Palestine
A. Hasasneh; Department of Natural, Engineering, and Technology Sciences, Faculty of Graduate Studies, Arab American University, Ramallah, Palestine; email: ahmad.hasasneh@aaup.edu
0
10.12720/jait.16.11.1511-1519
colloquial Arabic; language; lexicon-based approach; machine learning; multilayer perceptron classifier; sentiment analysis; social media