Text Summarization of Online News Articles Using the Text Rank Algorithm
Keywords:
Summarization, Online News Media, Extraction, TextRank, PageRankAbstract
Text Summarization in online news media is useful for helping readers to get the essence of a news story. Summarization will be less effective if it is done manually by humans, so we need an application that can do summaries quickly and precisely. By utilizing preprocessing technics with sastrawi python library and the implementation of TextRank algorithm which is part of the extraction method, news that was previously long can be presented in a very concise form. This application is developed using the Python programming language with sastrawi libraries, nltk and StemmerFactory. While the framework used is Django as the backend and bootstrap as the frontend framework.
References
A. Romadhony, F. Z.R, N. Yusliani, and L. Abednego, “Text Summarization untuk Dokumen Berita Berbahasa Indonesia,” Konferensi Nasional ICT-M Politeknik Telkom, 2017.
M. A. Zamzam, “SISTEM AUTOMATIC TEXT SUMMARIZATION MENGGUNAKAN ALGORITMA TEXTRANK,” MATICS, vol. 12, no. 2, pp. 111–116, Sep. 2020, doi: 10.18860/mat.v12i2.8372.
S. Tuhpatussania, “Automatic Text Summarization Artikel Berita Menggunakan Metode Maximum Marginal Relevance,” 2022. Accessed: Nov. 19, 2022. [Online]. Available: http://download.garuda.kemdikbud.go.id/
R. Adelia, S. Suyanto, and U. N. Wisesty, “Indonesian abstractive text summarization using bidirectional gated recurrent unit,” in Procedia Computer Science, 2019. doi: 10.1016/j.procs.2019.09.017.
Yulyardo, Okta Purnama Rahadian, Martin Sujono, and S. Kom. , Ph. D. Amalia Zahra, “Peringkas Teks Otomatis (Automatic Text Summarization),” https://mti.binus.ac.id/2018/12/26/peringkas-teks-otomatis-automatic-text-summarization/#:~:text=Text%20Summarization%20atau%20ringkasan%20teks,suatu%20dokumen%20teks%20yang%20panjang.
V. M. Christanti and J. Pragantha, “PENERAPAN ALGORITMA TEXTRANK UNTUK AUTOMATIC SUMMARIZATION PADA DOKUMEN BERBAHASA INDONESIA,” 2017.
Y. Yuliska and K. U. Syaliman, “Literatur Review Terhadap Metode, Aplikasi dan Dataset Peringkasan Dokumen Teks Otomatis untuk Teks Berbahasa Indonesia,” IT Journal Research and Development, vol. 5, no. 1, 2020, doi: 10.25299/itjrd.2020.vol5(1).4688.
A. Romadhony, F. Z. R, N. Yusliani, and L. Abednego, “Text Summarization untukDokumenBeritaBerbahasa Indonesia”.
G. S. Budhi, R. Intan, and S. R. R, “Indonesian Automated Text Summarization.”
Prateek Joshi, “An Introduction to Text Summarization using the TextRank Algorithm (with Python implementation),” https://www.analyticsvidhya.com/blog/2018/11/introduction-text-summarization-textrank-python/.
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