Article Per Year (5 Year)
p-Index From 2021 - 2026
5.893
P-Index
This Author published in this journals
All Journal Jurnal Ilmu Komputer dan Informasi Jurnal Online Mahasiswa (JOM) Bidang Ilmu Sosial dan Ilmu Politik Computatio : Journal of Computer Science and Information Systems Pendas : Jurnah Ilmiah Pendidikan Dasar Journal of Information Technology and Computer Engineering Petir Journal on Education Jurnal TAMBORA JCPS (Journal of Current Pharmaceutical Sciences) Jurnal Kefarmasian AKFARINDO The Asia Pacific Journal Of Management Studies Jurnal Scientia Jurnal Fokus Manajemen Bisnis Journal Zetroem Jurnal Planologi dan Sipil (JPS) Jurnal Insan Farmasi Indonesia Bhakti Nagori (Jurnal Pengabdian kepada Masyarakat) Jurnal Multidisiplin Sahombu OKTAL : Jurnal Ilmu Komputer dan Sains Jurnal Migasian Journal of Electrical Engineering, Energy, and Information Technology Nusantara Journal of Multidisciplinary Science Jurnal Pengabdian Masyarakat dan Riset Pendidikan EduInovasi: Journal of Basic Educational Studies Jurnal Manajemen dan Pendidikan Agama Islam Jurnal Cendekia Ilmiah Jurnal Ekonomi, Manajemen, Akuntansi Ulil Albab PESHUM
Ade Irawan
Unknown Affiliation
Religion Agriculture, Biological Sciences & Forestry Arts Humanities Astronomy Biochemistry, Genetics & Molecular Biology Chemical Engineering, Chemistry & Bioengineering Chemistry Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Environmental Science Immunology & microbiology Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Library & Information Science Mathematics Medicine & Pharmacology Physics Social Sciences Transportation Other

Published : 45 Documents Claim Missing Document
Claim Missing Document
Check
Articles

Found 1 Documents
Search
Journal : computatio journal of computer science and information systems

 1 
SISTEM PENDETEKSI KALIMAT UMPATAN DI MEDIA SOSIAL DENGAN MODEL NEURAL NETWORK Sahrul Sahrul; Ahmad Fauzan Rahman; Muhammad Dzaky Normansyah; Ade Irawan
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 | Full PDF (418.739 KB) | 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. Heryanto Ade Silvina Afriansyah Afriansyah Agus Salim Mansyur Agustina Dyah Setyowati Ahmad Fauzan Rahman Ahmad Pauji Arfan Dwi Madya Ariana Yunita Arin Novita Dewi Aryan Perdana Putra Asep Hidayat Ayu Adhita Damayanti Baiq Hilda Astriana Busra Dinata Carolus Rivaldo Conterius Chandrika Eka Larasati Chitra Hermawan Devi Putri Ningsih Dhita Avdilla Dhiya Suci Auliyah Dina Adelina Dina Aulia Rahmani Dita Ismaida Kurniawan Dita Putri Puspita Dwi Visti Rurianti Dyah Shinta Kusumaningtyas Efni Noor Salam Fabiola Bulimasena Luturmas Fitra Andika Farse Fitrawansyah Fitrawansyah Fitri Imansyah Fitria Adestiani Fourus Huzanatul Abqoriyyah Fried Sinlae Gusmulyani Hendro Setyono Herlina Aprilia Herminarto Nugroho Ica Gustina Iffah Zahira Iktri Madrinovella Indrawati Inggil Rahmawati Iwayan Dermana Jannus Marpaung Joko Triyanto Koyimatu, Muhamad Linda Fitriyani Listya Ningrum Lutpiyani Ningsih Maria Tresna Loga Mariam Ulfah Masuhan Maulita Melvi Melinda Moch. Adrian Rizki Mochammad Iqbal Ramadhan Muhammad Dzaky Normansyah Muhammad Qubaisy Andiyantama Muhammad Saleh Nanda Eka Rindiati Nur Fitrianingsih Nur Muhammad Arofiq Nurfiyah Nuridah, Siti Prinsislamsheeny Brilliantdianty Ebelaristra Putra, Teguh Adiyas Rahmat Rakhel Lia Redi Ratiandi Yacoub Reyven Ferdo Erlangga Riestiya Zain Fadillah Rifa Agustriani Rika Rahmanita Rikki Afrizal Rosa Tipany Sahrul Sahrul Setiawati Shalahuddin Shalahuddin Siti Ayu Rosida Siti Nuridah sulanjari, Sulanjari Sunedi Surya Adinata Susanty, Meredita Tia Yulianti Udin Saepudin Weny Astuti Wildan Hamzah Nur Fadholi Wulandari Wulandari Yolanda Yolanda Yulia Rosdiana Dewi Zahwa Erikamaretha