Article Per Year (5 Year)
p-Index From 2019 - 2024
6.709
P-Index
This Author published in this journals
All Journal Jurnal Ilmiah Merpati (Menara Penelitian Akademika Teknologi Informasi) Techno.Com: Jurnal Teknologi Informasi Jurnal Buana Informatika CESS (Journal of Computer Engineering, System and Science) Jurnal RESTI (Rekayasa Sistem dan Teknologi Informasi) JOURNAL OF INFORMATICS AND TELECOMMUNICATION ENGINEERING Journal of Information Systems and Informatics Tematik : Jurnal Teknologi Informasi Komunikasi Walisongo Journal of Information Technology Jurnal Indonesia : Manajemen Informatika dan Komunikasi Jurnal Ilmiah Teknologi dan Komputer (JITTER) Jurnal Indonesia : Manajemen Informatika dan Komunikasi
I Made Agus Dwi Suarjaya
Universitas Udayana
Computer Science & IT Engineering Languange, Linguistic, Communication & Media Library & Information Science

Published : 54 Documents Claim Missing Document
Claim Missing Document
Check
Articles

Found 1 Documents
Search
Journal : Journal of Information Systems and Informatics

 1 
Classification of Explicit Songs Based on Lyrics Using Random Forest Algorithm Luh Kade Devi Dwiyani; I Made Agus Dwi Suarjaya; Ni Kadek Dwi Rusjayanthi
Journal of Information System and Informatics Vol 5 No 2 (2023): Journal of Information Systems and Informatics
Publisher : Universitas Bina Darma

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.51519/journalisi.v5i2.491

Abstract

This study focuses on the potential negative impact of explicit songs on children and adolescents. Although an explicit song labeling program is currently in place, its coverage is limited to songs released by artists affiliated with the Recording Industry Association of America (RIAA). Consequently, songs falling outside the program's scope remain inadequately labeled. To address this issue, a machine learning model was developed to effectively classify explicit songs and mitigate mislabeling challenges. A comprehensive dataset of song lyrics was collected using web scraping techniques for the purpose of constructing the classification model. The model was trained using the TF-IDF vectorization method and the random forest algorithm. A meticulous comparison of distribution parameters was conducted between the training and testing data sets to determine the optimal model. This superior model achieved a training-testing data distribution ratio of 90:10, with an impressive accuracy of 96.3%, precision of 99.3%, recall of 93.5%, and an f1-score of 96.3%. The classification results revealed that explicit songs accounted for 39.22% of the dataset, and the visual representation highlighted the fluctuating prevalence of explicit songs over time. Additionally, the hip-hop/rap genre exhibited the highest proportion of explicit songs, reaching a staggering 92%.
Co-Authors A.A Ngurah Hary Susila A.A. Ketut Agung Cahyawan Wiranatha Anak Agung Ketut Agung Cahyawan Wiranatha Anak Agung Ketut Agung Cahyawan Wiranatha Anak Agung Ketut Cahyawan Wiranatha Ayu Krisnasari Ni Komang Ayu Wirdiani Dewa Gede Kesuma Yoga Dwi Putra Githa Dwi Rusjayanthi, Dwi Efraim William Solang Eva Martina Sitorus G M Arya Sasmita Gede Widya Dharma gemara adiyasa parahita nugraha Gusti Agung Ayu Putri Gusti Agung Mayun Kukuh Jaluwana I Gusti Made Diva Widia Wiartha I ketut Gede Darma Putra I Made Adhiarta Wikantyasa I Made Bagita Bhagaskara I Made Sukarsa I Made Sunia Raharja I Made Sunia Raharja I Nyoman Piarsa I Putu Agung Bayupati I Putu Agus Eka Pratama I Putu Arya Dharmaadi I Putu Gede Panji Badra Mahayana I Putu Hendra Geovaldo I Putu Kevin Ari Narayana I Putu Wijaya Adi Candra I Putu Wira Cahaya Pratama Yudha I Wayan Agus Kerta Nugraha Ida Bagus Gde Dwipermana Sidhi Ida Bagus Kade Taruna Ida Bagus Nyoman Yoga Ligia Prapta Ilham Yoga Prabhaswara Johan Tamin Kadek Arya Putra Permana Kadek Suar Wibawa Ketut Dimas Aresta Saskara Ketut Mediana Ayu Candrayani Kevin Christopher Bakkara Komang Arta Wibawa Luh Kade Devi Dwiyani Made Adhi Satrya Nugraha Made Andika Verdiana Mario Valentino Ngeo Goa Nathania Novenrodumetasa Ngurah Indra Purnayasa Ni Kadek Ratna Sari Ni Luh Ketut Inggitarahayu Anggasemara Ni Made Ika Marini Mandenni Ni Nyoman Indri Wika Astuti Ni Putu Ayu Widiari Ni Putu Nirmala Dewi Widhiasih Ni Putu Viona Viandari Nyoman Gede Rayka Sedana Diatmika Pande Nengah Purnawan Philip Danito Putu Adhika Dharmesta Putu Alta Saputra Putu Andre Mahaputra Putu Bayu Suarnata Wahyu Putra Putu Ratih Wulandari Putu Wira Buana Putu Yudha Yarcana Reyhan Todo Noer Yamin Ridho Hisbi Sulaiman Rizki Dwi Satriya Sheila Shevira Vidya Chandradev Zebedeus Cheyso