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Journal : journal of computer science and informatics engineering j-cosine

Implementasi Long Short-Term Memory untuk Identifikasi Berita Hoax Berbahasa Inggris pada Media Sosial Jasman Pardede; Raka Gemi Ibrahim
Journal of Computer Science and Informatics Engineering (J-Cosine) Vol 4 No 2 (2020): December 2020
Publisher : Informatics Engineering Dept., Faculty of Engineering, University of Mataram

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.29303/jcosine.v4i2.361

Abstract

Hoax or fake news spreads very fast on social media. The news can influence readers and be a poison of the mind. Problems like this must be resolved in a strategic way to identify the news that is read that is disseminated on social media. Some of the methods proposed to predict hoax are to use Support Vector Classifier, Logistic Regression, and MultinomialNaiveBayes. In this study, the researchers applied Long Short-Term Memory to identify hoax. System performance is measured based on the value of precision, recall, accuracy, and F-Measure. Based on the results of experiments conducted on the hoax data obtained the average value of precision, recall, accuracy, and F-Measure respectively 0.94, 0.96, 0.95, and 0.95. Based on the experimental results it was found that the proposed Long Short-Term Memory has better performance compared to the state-of-the-art methods method.
Co-Authors Abdullah, Syadda adlan chosyiyar rochman Afis Siswantini Ahmada, Marsa Akbar, Saiful Al Fauzan, Farel Anugrah Alfyansyah, Rangga Alpriatna Malik, Yuzzar Amal M, Ichlasul Amal, Irfan Ardi Fajar Maulana Asep Nana Hermana B, Mira Musrini Benhard Sitohang Bernovaldy, Muhammad Akbar Caecilia Sri Wahyuning Chazar, Chalifa Daffa A R, Muhammad Darmawan, Dicky Dea Kurniasih Dewi, Renita Dika Prasetia Pamungkas Dina Budhi Utami Dina Budhi Utami, Dina Budhi Dwi Adi Lenggana Putra Dwianto, Rio Ekklesia, Maleakhi Fadhillah Prasetyo, Rachma Fandi Fifi Herni Mustofa Galih Swarghani Ghixandra Julyaneu Irawadi HENDRI HARDIANSAH Hermana, Asep Nana Hilwa Athifah KLEB, SYAFIQ SALIM Luqman Yudhianto Luthfi Athallah, Rifqi Marisa Premitasari, Marisa Miftahuddin, Yusup Milenio, Rizka Milandga Mira Musrini B Muhamad Rifki Pratama Muhammad Akbar Bernovaldy Muhammad Azhari MUHAMMAD FAUZAN RASPATI Muhammad Mulyawan MUHAMMAD RIFALDI BADU Muhammad Zaki Mahran Mufid Noval Rizky Nugraha Nurhasanah, Youllia Indrawaty Nurrohmah, Desita Pakpahan, Ivan Perdinan, Rivan Dio Prameswari, Anindya Putra Riyanto, Aquila Putra, Dwi Adi Lenggana Raka Gemi Ibrahim Raka Satria, Marius Rawosi, Muhammad Fadlansyah Zikri Akhiruddin RAYYAN RAYYAN Renita Dewi Ridhwana M, Fadhlan Rijal, Khairul Rizka Milandga Milenio Rizka Milandga Milenio Rizka Milandga Milenio rochman, adlan chosyiyar Sandia, Muhammad Sakha Satria Darmawan, Kevin Setyaningrum, Anisa Putri Siswantini, Afis Supriyandari, Listy Nuri Swarghani, Galih Thalita Zharifa Nathania Ungkawa, U. Uung Ungkawa Yudhianto, Luqman Yudistira, Agil Yunastrian, Kurniandha Yusuf S, Muhammad