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Journal : Journal of Soft Computing Exploration

Hoax classification in indonesian language with bidirectional temporal convolutional network architecture Maulana, Fajar; Asih, Tri Sri Noor
Journal of Soft Computing Exploration Vol. 4 No. 1 (2023): March 2023
Publisher : SHM Publisher

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.52465/joscex.v4i1.116

Abstract

The increasingly massive rate of information dissemination in cyberspace has had several negative impacts, one of which is the increased vulnerability to the spread of hoaxes. Hoax has seven classifications. Classification problems such as hoax classification can be automated using the application of the Deep Learning model. Bidirectional Temporal Convolutional Network (Bi-TCN) is a type of Deep Learning architectural model that is very suitable for text classification cases. Because the architecture uses dilation factors in its feature extraction so it can generate exceptionally large receptive fields and is supported by Bidirectional aggregation to ensure that the model can learn long-term dependencies without storing duplicate context information. The purpose of this study is to evaluate the performance of Bi-TCN architecture combined with pre-trained FastText embedding model for hoax classification in Indonesian and implement the resulting model on website. Based on the research that has been done, the model with Bi-TCN architecture has satisfactory performance with an accuracy score of 92.98% and a loss value that can be reduced to 0.191. Out of a total of 13,673 data tested with this model, only 414 data or in other words around 3% of the total data were incorrect predictions.
Co-Authors A. M. Muslihin Abadi, Mitra Ade Sutedi, Ade Aditya, Surya Rama Afosma, Pinto Pratama Agus Oman Sudrajat Ahmad Afif Aisyah, Heti Aldo Eko Syaputra Alfian, Dimas Risma Aly, Moustafa H Amanah, Farah Sofiatul Nur Angga Bayu Budiyanto Anne, Chloe Anugrah, Pinto Apriana Vinasyiam Ardi, Ahmad Riau Ardiansyah, Fikry Saputro Arisman, Anton Ashim Madani, Muhammad Asih, Tri Sri Noor Asyahri Hadi Nasyuha Aulya, Sofa Tsuroya Aulya Ayun, Aisyah Qurrata Bayu Setiawan Bazzury, Tiara Ardilla Budy Satria Cosmas Samuel Daeli Dasril Aldo Denni M Rajagukguk Devano, Sony Devi Indriyani Dinamella Wahjuningrum Dinar Tri Soelistyowati Dwi Sudarno Putra Edidas , Edidas Efendi, Muhammad Raihan Erawati, Rika Fabanyo, Syahrul H Fabanyo, Syahrul H. Fadhilah, Windi Nur Fakhrurradhi Luthfi Febriyanto, Muhammad Agung Firginia, Rissky Firmansyah, Lukman Fitnes, Fitnes Fitrih, Adhana Nur Gopur, Muhammad Halawa, Luk Juni S Hamsar, Ali Hanan, Muhamad Ilham Handayani, Tri Novi Harahap, Devianti Yunita Hardiansyah, La Ode Harton Arfah Hasan, Nabila Nisa Hasanah, Nisaul Hayati , Nova Hayati, Nova Hendra, Yomei Herian, Akmal Muh Hermansyah, M.fikri Ichsan Achmad Fauzi Ika Yusnita Sari Ilham, Vicky Dixondra Irwandi Irwandi Irzal Effendi Istifarini, Mita Iswandi, Wiky Asri Iyah Faniyah, Iyah Jaelani, Akmal Abdul Kodir Julia Eka Astarini Julie Ekasari Kamil, Zatnika Insan Khair, Oki Iqbal Khairunisa, Khairunisa Khairunnisa Khairunnisa Kristi, I Sildani Lukman Hardia Lumbanbatu, Maristella J. Malik, Luthfi Abdul Manalu, Mamed Rofendi Manikam, Menur Manurung, Kiki Hariani Masdi, Mohammad Rajib Balhaj Mei Lestari, Mei Mendrofa, Anita Mia Setiawati Mufid, Muhammad Fauzan Muh. Rusdi Muhammad Qomaruddin MUHAMMAD THORIQ Mulyani, Lina Mustopa Mustopa Nasution, Dwiana Arianty Nazar, Danella Austraningsih Puspa Nelisa, Nelisa Ni'ma, Eka Savira Novembli, Meta Silfia Nur Ihsan, Irsyad Ahmad Nurlela Nurlela Nursyafti, Yolana O Liza, Ledya Odang Carman Panjaitan, Muhammad Iqbal Permana, Andre Pratama, Guntur Eka Purba, Niki Dwi Nastiti Purnomo, Gigih Attayauban Putra, Angga Tri Adi Putra, Meiyaldi Eka Rahmad Mulia, Jefri Rahman, Zumardi Rahmi, Elvika Rajagukguk, Denni M. Ramadhan, Fahri Ramelda, Meliyani Relifra, Relifra Rizky Aulia Rizky, Ramanda Rosarina, Risa Sadiah, Rapiah Safitri, Salsha Safrizal Safrizal SAKINAH, PUTRI Salosa, Angga Fatrias Myloudri Sean Marta Efastri, Sean Marta Sholihin, Hidayatush Siddik Karo-Karo Sihombing, Marjones H.H. Sihombing, Marjones Hardy H Sihombing, Monang JT Sihombing, Valencia Helena Andata Sikki, Nurhaeni Sirait, Shelvia Sharon Siregar, Achmad Zulfikar Siregar, Khoirotun Nisa Sitanggang , Alfina Tiurmida Solihin, Khoirul Suarman, M Dani Suroyo Suroyo Suwartika, Wawat Syafriani, Oza Teguh Irawan Thoriq, Muhammad Tunazzila, Nurhikmah UA, A. Nur Achsanuddin Ustafiano, Binta Ustafiano, Bintha Verawati, Ketut Wahyuni, Cica Wakhinuddin Wakhinuddin, Wakhinuddin Wendra, Yumai Wibowo, Kesit Tisna Wida Fadhlia WIDANARNI WIDANARNI Wiguna, Ardiansyah Pratama Wildan Nurussalam YANTO Yofhanda Septi Eirlangga Yogi Yunefri, Yogi Yunus, Heri Setiawan Zahrahaq, Efica Zahran, Fernuzuar Faiz Zairin Jr., Muhammad Zubaidah Zulbaidah Zulbaidah, Zulbaidah