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Swarming Behavior of Harris Hawks Optimizer for Arabic Opinion Mining

Diaa Salam Abd Elminaam1,2,*, Nabil Neggaz3, Ibrahim Abdulatief Ahmed4,5, Ahmed El Sawy Abouelyazed4

1 Department of Information Systems, Faculty of Computers and Artificial Intelligence, Benha University, 12311, Egypt
2 Department of Computer Science, Faculty of Computer Science, Misr International University, Egypt
3 Universite des Sciences at de la Technologie d'Oran Mohamed Boudiaf, USTO-MB, BP 1505, EL M'naouer, 31000 Oran, {Laboratoire Signal Image Parole (SIMPA), Department d'informatique, Faculte des Mathematiques et Informatique, Algerie}
4 Department of Computer Science, Faculty of Computers and Artificial Intelligence, Benha University, 12311, Egypt
5 Department of Computer Science, Obour High Institute for Computers and Informatics, Egypt

* Corresponding Author: Diaa Salam Abd Elminaam. Email: email

Computers, Materials & Continua 2021, 69(3), 4129-4149. https://doi.org/10.32604/cmc.2021.019047

Abstract

At present, the immense development of social networks allows generating a significant amount of textual data, which has facilitated researchers to explore the field of opinion mining. In addition, the processing of textual opinions based on the term frequency-inverse document frequency method gives rise to a dimensionality problem. This study aims to detect the nature of opinions in the Arabic language employing a swarm intelligence (SI)-based algorithm, Harris hawks algorithm, to select the most relevant terms. The experimental study has been tested on two datasets: Arabic Jordanian General Tweets and Opinion Corpus for Arabic. In terms of accuracy and number of features, the results are better than those of other SI based algorithms, such as grey wolf optimizer and grasshopper optimization algorithm, and other algorithms in the literature, such as differential evolution, genetic algorithm, particle swarm optimization, basic and enhanced whale optimizer algorithm, slap swarm algorithm, and ant–lion optimizer.

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APA Style
Elminaam, D.S.A., Neggaz, N., Ahmed, I.A., Abouelyazed, A.E.S. (2021). Swarming behavior of harris hawks optimizer for arabic opinion mining. Computers, Materials & Continua, 69(3), 4129-4149. https://doi.org/10.32604/cmc.2021.019047
Vancouver Style
Elminaam DSA, Neggaz N, Ahmed IA, Abouelyazed AES. Swarming behavior of harris hawks optimizer for arabic opinion mining. Comput Mater Contin. 2021;69(3):4129-4149 https://doi.org/10.32604/cmc.2021.019047
IEEE Style
D.S.A. Elminaam, N. Neggaz, I.A. Ahmed, and A.E.S. Abouelyazed, “Swarming Behavior of Harris Hawks Optimizer for Arabic Opinion Mining,” Comput. Mater. Contin., vol. 69, no. 3, pp. 4129-4149, 2021. https://doi.org/10.32604/cmc.2021.019047

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cc Copyright © 2021 The Author(s). Published by Tech Science Press.
This work is licensed under a Creative Commons Attribution 4.0 International License , which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
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