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Journal : computatio journal of computer science and information systems

SISTEM PENDETEKSI KALIMAT UMPATAN DI MEDIA SOSIAL DENGAN MODEL NEURAL NETWORK Sahrul, Sahrul; Rahman, Ahmad Fauzan; Normansyah, Muhammad Dzaky; Irawan, Ade
Computatio : Journal of Computer Science and Information Systems Vol. 3 No. 2 (2019): COMPUTATIO : JOURNAL OF COMPUTER SCIENCE AND INFORMATION SYSTEMS
Publisher : Faculty of Information Technology, Universitas Tarumanagara

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.24912/computatio.v3i2.6032

Abstract

Governments and social media providers put high effort to tackle massive negative contents in social media. Those contents are mostly containing religion, race, and inter-group issues, cyberbullying, and also body shamming, which usually appears together with offensive languages. It becomes difficult to overcome because of a large number of internet users in Indonesia. Hence, we need a system that can automatically detect the negative contents. This paper utilizes Neural Network (NN) models for not only classifying the words as (non)offensive words but also considering the structure of the sentence to get its context. There are two NN models analyzed in this paper: Artificial Neural Network (ANN) and Recurrent Neural Network (RNN). The computer simulation results show that the RNN has better performances than the ANN with the accuracy of training, validation, and testing 94%, 84%, and 84%, respectively. Pemerintah dan penyedia layanan media sosial di Indonesia berusaha keras untuk mengatasi maraknya konten negatif di media sosial. Konten negatif yang sering ditemui diantaranya isu suku, agama, ras, dan antargolongan (SARA), cyberbullying, serta body shamming, yang biasanya muncul disertai kalimat-kalimat umpatan. Hal tersebut menjadi sulit untuk diatasi karena jumlah pengguna internet di Indonesia yang sangat besar, sehingga perlu adanya sebuah sistem yang dapat mendeteksinya secara otomatis. Penelitian ini mengusulkan sistem dengan model Neural Network untuk deteksi konten negatif di media sosial dengan cara mempertimbangkan konteks kalimat atau frasa, tidak hanya kata-per-kata. Ada dua model NN yang dianalisis di penelitian ini, yaitu Artificial Neural Network (ANN) dan Recurrent Neural Network (RNN). Model RNN menunjukkan performa yang lebih baik dibandingkan dengan model ANN dengan akurasi training, validasi, dan test masing-masing adalah 94%, 84%, dan 84%.  
Co-Authors A. Ogotan, Arianti Abas, Mohammad Jibril Ashil Abdul Malik Abdul Wahid Abdullah Abdullah Ade Irawan Adela, Nurul Adnin, Ali Yukla Afiyah, Afiyah Ahmad Riyadi Alaydrus, Syarifah Nuraeni Alfansuri Jacob, Muhammad Salman Amaliyah, Siratun Aminwara, Rena Amir, Aswar Andini, Dwi Tesna Andirasari, Andirasari Andrianingsih, Vivi Anhar, Eddy Anzar Anzar, Anzar Apriliya, Yusra Arfianty Arfianty, Arfianty Arsyad, Nurul Afiqah Arumsari, Diah Ayu Askar, Muhammad Ichfan Asmanah, Asmanah Asmawati Jafar Azmi, Ahnaf Tsabitul Barus, Robi Agape Boini, Boini Boy, Boini Catur Wulandari Charina Sizi, Baiq Rara Dali, Meilina Widya Daud, Regina Putri Dausat, Jangky Didik Ardi Santoso, Didik Ardi Djunaedi, Ari Doe, Fikran H Dyah Kusbiantari Eddi Indro Asmoro, Eddi Indro Ekaputri, Amilah EKO TRIANTO EMRI, EMRI Erwin Setiawan, Erwin Eryon, Eryon Fadillah, Muna Fadly, Nur Faradiffa, Revalina Fatmawati, Sephia Putri Feriyanti, Yang Gusti Firman Firman Firmansyah Firmansyah Firzhal Arzhi Jiwantara FITRI, DIANA Fitriyani Fitriyani Gaja, Fatma Zuhro Haeril, Haeril Hafidz, Salman Hairul Anam Hamdi Hamdi Hamzah, Hardi Haq, Hilman Syahrial Harjono, La Harsya, Rabith Madah Khulaili Hayati, Vivi Heri Heriyanto Hidayah, Deva Nur Hijriati , Sartika Hikmawati, Fajar Ilham, Muh. Imron Muttaqin, Imron Inul, Silvana Irmaya, Irmaya Irsan Rahman, Irsan Ishak Kadir, Ishak Jamaluddin Jamaluddin Jamaludin, Jaja - Jamalus, Jamalus Jannah, Mifthakhul Joupy G Z Mambu Kadir, Muh. Ridwan Karina, Mila Khairunnisa’, Rifdah Yuri Khasanah, Hikmah Nur Khoeriyah, Nurul Khotimah, Wulan Jari Husnul Kinga, Natasya Aulia Ladung, Fajar Lele, David Moto Lengkas, Alya Syabrina Lilis Suryani Loravianti, Susasrita Luhur, Firdaus M, Saripuddin Maghfiroh, Hidayah Rosanti Mailin, Mailin Mardhiah Hasan, Mardhiah Mardiah Hasan Marfu'ah, Sri Marfuah, Sri Marfu’ah, Sri Masruri Masruri Mayasari, Riezka Eka Megandi, Megandi Monoarfa, Fidyawati Muh Iqbal Muhammad Fajaruddin, Muhammad Muhammad Iqbal Muhammad Nurkhalis Agriawan Muhammad Yunus Muhammad, Faik Muljono Damopolii Munir, Usman Mursalim Mursalim Musmin, Saifullah Mustafida, Siti Fatimatul Nabilah, Shinto Via Nabilal, Ahmad Nardatilah, Nurul Aini Ruwaidah Nasari, Ummi Nasruddin Nasruddin Nasution, Inez Echa Aurel Nijo, Nijo Normansyah, Muhammad Dzaky Novita Sari Nugroho, Herminarto Nur Aini Nur Azizah Azzahra Nurbaidah, Nina Nurliani Manurung Paizal, Muhamad Paputungan, Diva Agista Pilar Ratri, Mayla Faiza Primasari, Shinta Pujo Widodo, Pujo Puspita Puspita Puspita, Wenny Putra, Adam Marsono Putra, Reski Eka R, Herlina Juni Rahmadhani S, Ajeng Putri Rahman, Ahmad Fauzan Rajak, Sri Fransiska N ramadoan, syahri Rasyid, Inayah Triwahyuni Rendhar Putri Hilintang Rifka Haristantia Rifqi, Muh. Rinjani, Erna Riswandi, Salman Ritonga, Riskiya Ruksah Rivai, Putri Denada Rizal H, Muhammad Rochmawan, Muhammad Rizky Rosadi, Imran Rosta Minawati S, Berkat Exsaudi Sahrul, Dede Samsudin Samsudin Sani, Annisa Aulia Sari, Ardiana Vita Ratna Sari, Liani Sartika Hijriati Seli, Seli Seno Wibowo Gumbira, Seno Wibowo Simamora, Irma Yusriani Siti Fathonah Siti Hasanah Soraya, Shelvy Intan Stellamaris Metekohy Suaib, Sri Olawati Sukmawati, U.Sulia Susanty, Meredita Suwarno, Panji Suyanto Suyanto Syah, Muhammad Zul Akbar Syamsul Kurniawan Syarifatunnida, Rizka Takdir, Muh Tamra, Tamra Tiara Aninditha Try Sugiyarto Soeparyanto Ummu Kamilah Uuju, Uuju Uyun, Muhammad Fatahul Vina Karina Putri Wahab Wahab Widyastuti, Novia Wijaya, Rahmat Winarsasi, Putri Ayi Wirahno, Dewi Nugrahastuti Wiranto, Surya Yasa, Nugi Gahara Yenny Febrianty Yusnaldi Yusnaldi Yusnaldi, Yusnaldi Yusri, Dairina Yusuf, Andi M. Yusuf, Fatmawati Zainudin, The Ode Zhan, Fuzy Firda Zulfahmi Zulfahmi