Authors : Meran M. A. Al Hadidi

Volume/Issue : Volume 9 - 2024, Issue 9 - September

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Google Scholar : https://tinyurl.com/r9kfdyzt

Scribd : https://tinyurl.com/mrybp6z2

DOI : https://doi.org/10.38124/ijisrt/IJISRT24SEP454

Note : A published paper may take 4-5 working days from the publication date to appear in PlumX Metrics, Semantic Scholar, and ResearchGate.

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Abstract : This paper shows a comparison in applying TextRank algorithm for keyword extraction to English and Arabic Text. TextRank algorithm is applied by constructing a graph whose vertices that are formed by candidate words extracted from the title and the abstract of the given Arabic and English after applying a tagging filter to that text to decide the importance of vertices within that graph.

Keywords : Text Rank, Keyword Extraction, Arabic Text, English Text.

References :

1. Ahmed Al-Rawi, Carmen Celestini, Nicole K. Stewart, Nathan Worku, "How Google Autocomplete Algorithms about Conspiracy Theorists Mislead the Public", 2022
2. Haijun Chen, Wei-Chang Yang, "Rank algorithm of web English educational resources based on fuzzy sets and RSS", 2021, pp. 1-11
3. Hend Aldahmash, "Rumor gatekeepers: Unsupervised ranking of Arabic twitter authorities for information verification", 2024
4. Rana Husni AlMahmoud, "The effect of clustering algorithms on question answering", 2023
5. Ruiqi Shao, "Integrated natural language processing method for text mining and visualization of underground engineering text reports", 2024
6. Chenguang Wang, "Near-real-time earthquake-induced fatality estimation using crowdsourced data and large-language models", 2024
7. Hend Aldahmash, "Rumor gatekeepers: Unsupervised ranking of Arabic twitter authorities for information verification", 2024
8. Qi Liu, "AdaptiveUKE: Towards adaptive unsupervised keyphrase extraction with gated topic modeling", 2024
9. Hend Aldahmash, "Rumor gatekeepers: Unsupervised ranking of Arabic twitter authorities for information verification", 2024
10. Rana Husni AlMahmoud, "The effect of clustering algorithms on question answering", 2023
11. Hend Aldahmash, "Rumor gatekeepers: Unsupervised ranking of Arabic twitter authorities for information verification", 2024
12. Rana Husni AlMahmoud, "The effect of clustering algorithms on question answering", 2023
13. Brin and L. Page. 1998. The anatomy of a large-scale hypertextual Web search engine. Computer Networks and ISDN Systems, 30(1–7).
14. Mihalcea, R., and Tarau, P. 2004. Textrank: Bringing order into texts. In Proceedings of empirical methods on natural language processing conference.
15. Hulth, A. 2003 Textrank: Bringing order into texts. In Proceedings of the 2003 conference on empirical methods in natural language processing. Pages 216-23. Japan.
16. Hadidi, M., Alzghool, M., Muaidi, H., 2019,  Keyword Extraction from Arabic Text using the Page Rank Algorithm. Pages 3459-3504.