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All Journal Kreano, Jurnal Matematika Kreatif-Inovatif AKSIOMA: Jurnal Program Studi Pendidikan Matematika Al-Jabar : Jurnal Pendidikan Matematika Desimal: Jurnal Matematika BAREKENG: Jurnal Ilmu Matematika dan Terapan JTAM (Jurnal Teori dan Aplikasi Matematika) Teorema: Teori dan Riset Matematika Jurnal Cendekia : Jurnal Pendidikan Matematika Unnes Journal of Mathematics Education Research Symmetry: Pasundan Journal of Research in Mathematics Learning and Education Jurnal Matematika UNAND Jurnal Ilmiah Matematika Journal of Soft Computing Exploration Journal Evaluation in Education (JEE) JES-MAT (Jurnal Edukasi dan Sains Matematika) Unnes Journal of Mathematics Education Unnes Journal of Mathematics Prosiding Seminar Nasional Pascasarjana Proceeding of International Conference on Science, Education, and Technology JNPM (Jurnal Nasional Pendidikan Matematika) Tematik: Jurnal Konten Pendidikan Matematika Prosiding Seminar Nasional Biologi Unnes Journal of Mathematics Education Jurnal Pendidikan MIPA Unnes Journal of Mathematics
Asih, Tri Sri Noor
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Agriculture, Biological Sciences & Forestry Computer Science & IT Control & Systems Engineering Economics, Econometrics & Finance Education Energy Engineering Mathematics Mechanical Engineering Physics Social Sciences Transportation Other

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Journal : Journal of Soft Computing Exploration

 1 
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 Adi Franata Jaya Afifah, Dewi Aulia Afriyanti, Ice Aini, Aulia Hurul ALISYAH, SITI NUR alvioneta dinda herdiany Amin Suyitno Anggraini, Lana Aristya ANINGSIH ANINGSIH Ardhi Prabowo Ardhini, Rosa Ary Arief Agoestanto Aulia Firdaus Azzahra, Nur Izzah Buwono, Iffah Sartika Dian Kartika Sari, Dian Kartika Dr. Masrukan, Dr. Dwijanto Dwijanto Emi Pujiastuti Endang Retno Winarti Farah Fitrotun Nisa’ Fitri Arum Sasi, Fitri Arum Frida Anggraeni Setyowati Hardi Suyitno Haryanti, Monika Dwi Hendry Sugianto Hendry Sugianto Hikmasari, Prihatina Ica, Asyifatun Nisa Iqbal Kharisudin Isnaini Rosyida Isnaini Rosyida Isnaini Rosyida, Isnaini Isnarto Isnarto, Isnarto Iwan Junaedi Iwan junaedi Iwan Junaedi Jannah, Reni Roikhatul Kartono Kartono - Kartono Kartono Katono, Kartono Khardita, Deby Kiki Komalia Konita, Mita Kumaralalita, Candrika Kusumaningtyas, Argi Ayu Sulistyani Lukmanul Akhsani Lukmanul Akhsani Lukmanul Akhsani Masrukan Masrukan Maulana, Fajar Maulida Zammalatul Azka Maulida, Azwida Rosana Milna Wafirah Mohammad Asikin Muchammad Imron Muhammad Kharis Muhammad Kharis Mulyono Mulyono Mulyono Mulyono Naina Rizki Kenarni Nunik Sutrisni Nur Hasanah Nurhayati, Rini Nurul Fadhilah Paramitha, Witha Pertiwi, Diyah Esti Cahyo Priyonggo, Hendi Widi R Susanti Reni Roikhatul Jannah Riska Laila Mukaromah Rochmad - Rosa Ary Ardhini S B Waluya S. B. Waluya, S. B. Scolastika Mariani Siti Nur Hidayati St. Budi Waluya Sugianto - Suryonegoro, Bayu Murti Syahrudin Syahrudin, Syahrudin Talitha Widiatningrum Wardono Wardono Wicaksono, Dhanang Bayu Widyaswara, Ikha Brillyani Yenatin Novegitasari Zaenuri Mastur Zakiri, Ishmah Khairina Zakkia, Agustin