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Nur Rachmat
Poltekkes Kemenkes Surakarta
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Journal : Applied Information Technology and Computer Science (AICOMS)

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Opini Public Terhadap Liga Korupsi Indonesia Pada Platform Youtube menggunakan Naive Bayes dan SMOTE Ardiansyah, Aldi; Bella Permata Sihombing Permata , Mecha; Rachmat, Nur
Applied Information Technology and Computer Science (AICOMS) Vol 4 No 2 (2025)
Publisher : Pengelola Jurnal Politeknik Negeri Ketapang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.58466/aicoms.v4i2.1810

Abstract

This study analyzes public opinion regarding the Corruption League in Indonesia by utilizing the Naïve Bayes method combined with the Synthetic Minority Oversampling Technique (SMOTE). The Corruption League is a compilation of corruption cases involving public officials, politicians, and other parties in Indonesia. In this research, Naïve Bayes is employed for sentiment classification, while SMOTE is used to address class imbalance within the dataset, which was collected from YouTube comments. The methodology consists of several stages, including data collection, labeling, preprocessing, classification, and model evaluation. The results reveal that Naïve Bayes without SMOTE achieves high performance in identifying the negative class but struggles significantly in recognizing the positive class, leading to an imbalanced classification outcome. Conversely, when Naïve Bayes is combined with SMOTE, the model’s performance becomes more balanced, showing a notable improvement in detecting the positive class. Additionally, accuracy increases from 79.7% to 84.3%. This study provides valuable insights into public perceptions and demonstrates the effectiveness of classification methods in the context of corruption issues in Indonesia.
Co-Authors Agus Seto Nugroho Ahmad Hisyam Aji Janmo Minulyo Aji, Sherly Ratih Frichesyarius Santi Alfan Zubaidi Alfan Zubaidi ANDYARINI, ESTI NOVI Anik Indah Yani Anik Indah Yani Anissa Eka Septiani Annisa Eka Septiani Ardi al Ghifari Ardiansyah, Aldi Atika Febri Anggriani Ayuningtyas, Roro Aji Bambang Kuncoro Bambang Kuncoro Bambang Kuncoro Bambang Kuncoro Bee, Vanness Bella Permata Sihombing Permata , Mecha Devi Elvina Rachma Doddy Suprayogi Dodiet Aditya Setyawan Dola Fitritha Raras Handayani Dwi Nurul Izzhati Dwi Setyawan Dwi Setyawan E. Saputra Saputra Esa Ridho Sambada Eviana S. Tambunan Fadhila Firmanurulita Fajar Susanti Faried Effendi Surono Fitri Khoirun Nisa haidar abdurrahman prawira Handayani, Dola Fitritha Raras Hanifah Hanifah Hanna Lestari Herawati Prianggi Herawati Priangi Indri Kusuma Dewi, Indri Kusuma Ismi Dwi Syafitri Izha Mahendra Jusuf Kristianto M Syafii M.Kurniawan Maharani Nadia Andarini Mardiani Mardiani Masdeniati, Masdeniati Muhammad Naufal Anugrah Muhammad Syafii Muhammad Syaifudin Mulyaningrum, Haryanti Katini Nella Tri Surya Ni Made Riasmini Noorma, Nilam Pibriana, Desi Prasetya, Hanung Prasetyo Catur Utomo Prasetyo Catur Utomo Prasetyo Catur Utomo Prianggi, Herawati Putra, Aji Putri Utami Sulistyawati R. Ismail Ismail Rachma, Devi Elvina REZA FAHLEVI Rini Tri Hastuti Rizi, Muhammad Alfa Rustam Aji, Rustam Setyorini, Yuyun Setyorini Siska Meiwijayasmi Sisybania Sri Djuwitaningsih Subagiyo, Didik SULISTIYANI SULISTIYANI Surya, Nella Tri Suryaningsih, Anthik Fajar Tri Handayani Wibowo, Suluh Arif Zenitha Bela Pratiwi Kusumawati