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All Journal Techno.Com: Jurnal Teknologi Informasi TELKOMNIKA (Telecommunication Computing Electronics and Control) OPSI JUITA : Jurnal Informatika Scientific Journal of Informatics JAIS (Journal of Applied Intelligent System) Briliant: Jurnal Riset dan Konseptual Journal of Development Research Jurnal RESTI (Rekayasa Sistem dan Teknologi Informasi) Creative Information Technology Journal Jurnal INSYPRO (Information System and Processing) Kinetik: Game Technology, Information System, Computer Network, Computing, Electronics, and Control Jurnal Teknik Industri: Jurnal Keilmuan dan Aplikasi Teknik Industri JITK (Jurnal Ilmu Pengetahuan dan Komputer) JOURNAL OF APPLIED INFORMATICS AND COMPUTING ILKOM Jurnal Ilmiah Building of Informatics, Technology and Science Abdimasku : Jurnal Pengabdian Masyarakat Jurnal Teknik Industri Terintegrasi (JUTIN) Community Empowerment Jurnal Teknologi Informasi Cyberku Jurnal Algoritma Jurnal Riptek
Heru Agus Santoso
Universitas Dian Nuswantoro
Arts Humanities 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 Health Professions Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Library & Information Science Mechanical Engineering Public Health Social Sciences Transportation

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Hoax classification and sentiment analysis of Indonesian news using Naive Bayes optimization Heru Agus Santoso; Eko Hari Rachmawanto; Adhitya Nugraha; Akbar Aji Nugroho; De Rosal Ignatius Moses Setiadi; Ruri Suko Basuki
TELKOMNIKA (Telecommunication Computing Electronics and Control) Vol 18, No 2: April 2020
Publisher : Universitas Ahmad Dahlan

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.12928/telkomnika.v18i2.14744

Abstract

Currently, the spread of hoax news has increased significantly, especially on social media networks. Hoax news is very dangerous and can provoke readers. So, this requires special handling. This research proposed a hoax news detection system using searching, snippet and cosine similarity methods to classify hoax news. This method is proposed because the searching method does not require training data, so it is practical to use and always up to date. In addition, one of the drawbacks of the existing approaches is they are not equipped with a sentiment analysis feature. In our system, sentiment analysis is carried out after hoax news is detected. The goal is to extract the true hidden sentiment inside hoax whether positive sentiment or negative sentiment. In the process of sentiment analysis, the Naïve Bayes (NB) method was used which was optimized using the Particle Swarm Optimization (PSO) method. Based on the results of experiment on 30 hoax news samples that are widely spread on social media networks, the average of hoax news detection reaches 77% of accuracy, where each news is correctly identified as a hoax in the range between 66% and 91% of accuracy. In addition, the proposed sentiment analysis method proved to has a better performance than the previous analysis sentiment method.
Co-Authors Achmad Naila Muna Ramadhani Achmad Zaki Adhe Irham Thoriq Adhitya Nugraha Adhitya Nugraha Affandy Ahmad Zainul Fanani Akbar Aji Nugroho Akhmad Pandhu Wijaya, Akhmad Pandhu Alfani, Wahyu Amiril Mukminin Arga Dwi Pambudi Arkav Juliandri Arkav Juliandri Assiva, Mochamad Amry Atanasius Marcello Aziz, Halim Al Catur Supriyanto Catur Supriyanto De Rosal Ignatius Moses Setiadi Dewa Kusuma Wijaya Eko Hari Rachmawanto Eni Heni Hermaliani Fahri Firdausillah Farah Zakiyah Rahmanti Herwin Suprijono Heryanto, M Ary Hidayati, Ulfa Jeffry, Muhammad Kusmiyati Kusmiyati Luh Putu Ratna Sundari Muchti, Muhammad Agusdika Ridho Muhamad Haris Zuhri Muslikh, Ahmad Rofiqul Nur Islahudin Pujiono Pujiono Purwanto Purwanto Rahadian, Helmy Rama Tri Agung Ratih Setyaningrum Rifki, Ahmad Muhson Rizaldy, Adhy Roiya Ravida Ruri Suko Basuki Rustam, Suhardi Rustam, Suhardi Santi, Dian Nirmala Saraswati, Galuh Wilujeng Septian Enggar Sukmana Setiadi, Kristoforus Adrian Setyadhi Putra Deriyanto Tamami, Aries Jehan Tjetjep Witjahjono Wijaya, Dewa Kusuma Wijaya, S.T, M.Sc, A.MP, Dewa Kusuma Wiradinata, Halim Jayakusuma Yanimaharta, Arya Zaenal Arifin