Article Per Year (5 Year)
p-Index From 2020 - 2025
5.957
P-Index
This Author published in this journals
All Journal LOGIK@ CAUCHY: Jurnal Matematika Murni dan Aplikasi SOCIOLOGIE Jurnal Ilmiah Mahasiswa FEB EQUILIBRIUM Jurnal Al-Iqtishad Walisongo: Jurnal Penelitian Sosial Keagamaan Jurnal Fourier Jurnal INSYPRO (Information System and Processing) Jurnal Penelitian Pendidikan IPA (JPPIPA) BAREKENG: Jurnal Ilmu Matematika dan Terapan Jurnal Pertanian Agros Al-Madrasah: Jurnal Ilmiah Pendidikan Madrasah Ibtidaiyah Jurnal Pendidikan Matematika (JUDIKA EDUCATION) JISIP: Jurnal Ilmu Sosial dan Pendidikan Rainbow : Journal of Literature, Linguistics and Cultural Studies Jurnal Biogenerasi InPrime: Indonesian Journal Of Pure And Applied Mathematics Jurnal Ilmu Manajemen Retail Universitas Muhammadiyah Sukabumi (JIMAT UMMI) Jambura Journal of Biomathematics (JJBM) Journal of Applied Data Sciences Jurnal Pengabdian Kepada Masyarakat Patikala Indonesian Journal of Research and Educational Review (IJRER) Jurnal Kajian Islam Modern Prosiding University Research Colloquium Room of Civil Society Development Qawwam Educational Studies: Conference Series PEDAMAS (Pengabdian Kepada Masyarakat) IJMA MARAS : Jurnal Penelitian Multidisplin The Indonesian Journal of Computer Science MAYARA: Jurnal Pengabdian Masyarakat Room of Civil Social Development
Nur Inayah
Lampung University
Religion Agriculture, Biological Sciences & Forestry Arts Humanities Biochemistry, Genetics & Molecular Biology Chemical Engineering, Chemistry & Bioengineering Chemistry 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 Law, Crime, Criminology & Criminal Justice Library & Information Science Materials Science & Nanotechnology Mathematics Mechanical Engineering Medicine & Pharmacology Physics Public Health Social Sciences Transportation Other

Published : 56 Documents Claim Missing Document
Claim Missing Document
Check
Articles

Found 1 Documents
Search
Journal : Jurnal Fourier

 1 
Performa Naïve Bayes, SVM, dan IndoBERT pada Analisis Sentimen Twitter IndiHome dengan Strategi Penanganan Data Tidak Seimbang Anas Qolbu, Adinda; Fitriyati, Nina; Inayah, Nur
Jurnal Fourier Vol. 14 No. 1 (2025)
Publisher : Program Studi Matematika Fakultas Sains dan Teknologi UIN Sunan Kalijaga Yogyakarta

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.14421/fourier.2025.141.29-44

Abstract

Abstrak Penelitian ini bertujuan untuk membandingkan performa tiga pendekatan analisis sentimen pada layanan IndiHome menggunakan data Twitter, yaitu Naïve Bayes, Support Vector Machine (SVM), dan Indonesian Bidirectional Encoder Representations from Transformers (IndoBERT). Keterbatasan model tradisional melatarbelakangi penelitian ini dalam mengenali opini positif dan tantangan ketidakseimbangan data yang sering muncul dalam analisis berbasis media sosial. Data penelitian berupa 7393 tweet (Januari 2019–Agustus 2024) yang dilabeli secara manual menjadi sentimen positif dan negatif. Model dievaluasi menggunakan stratified 5-fold cross validation dan data uji, dengan penerapan teknik penanganan ketidakseimbangan berupa Synthetic Minority Oversampling Technique (SMOTE) dan pembobotan kelas (class weighting). Hasil menunjukkan IndoBERT unggul dengan akurasi 0,96 dan F1-score makro 0,95 tanpa penanganan khusus, sedangkan SVM mencapai akurasi 0,95 dengan pembobotan kelas, dan Naïve Bayes meningkat dari akurasi 0,89 menjadi 0,92 setelah SMOTE. Analisis tren sentimen menunjukkan opini negatif mendominasi, terutama terkait kecepatan dan kestabilan layanan. Temuan ini menegaskan bahwa IndoBERT lebih efektif dalam memahami konteks bahasa Indonesia, sementara teknik penanganan data tetap relevan untuk meningkatkan performa model tradisional. Kata Kunci: Analisis Sentimen, Stratified 5-Fold Cross Validation, SMOTE, Pembobotan Kelas. Abstract This study aims to compare the performance of three sentiment analysis approaches on IndiHome services using Twitter data, namely Naïve Bayes, Support Vector Machine (SVM), and Indonesian Bidirectional Encoder Representations from Transformers (IndoBERT). The limitations of traditional models drive the background of this research in recognizing positive opinions and the challenge of data imbalance that often arises in social media-based analysis. The research data consists of 7393 tweets (January 2019–August 2024) manually labeled into positive and negative sentiments. The model is evaluated using stratified 5-fold cross-validation and test data, with the application of imbalance handling techniques such as Synthetic Minority Oversampling Technique (SMOTE) and class weighting. The results show IndoBERT excels with an accuracy of 0.96 and a macro F1-score of 0.95 without special handling. At the same time, SVM achieves an accuracy of 0.95 with class weighting, and Naïve Bayes improves from 0.89 to 0.92 after SMOTE. Sentiment trend analysis shows a predominance of negative opinions, particularly regarding service speed and stability. These findings confirm that IndoBERT is more effective at understanding the Indonesian context, while data handling techniques remain relevant for improving the performance of traditional models. Keywords: Sentiment Analysis, Stratified 5-Fold Cross Validation, SMOTE, Class Weighting.
Co-Authors A, Marya Abidin, Saenal abu, ilham Adnan Adnan Adzim, Syahrun Afit Kurniawan Ahmadong, Ahmadong Alifiansyah, Fikri Alwi Alwi Amiruddin Amiruddin Amiruddin Anas Qolbu, Adinda Andrew Fiade Andriani, Desi Fatimah Andriani, Puspa Sari Ardiansyah, Rama Arif Budiman Arumdani, Salsabila Asyurah Khas, Suci Aulinnia, Via Azhari, Nadia Devisa Bambang Purwanto Budi Utomo Choerunnisa, Esti Cholisa Rosanti Dermawan, Zikri Setia Dewi Dewi Diani Ayu Pratiwi Dwi Arsita Mursalim, Dwi Arsita Mursalim Elfrida Ratnawati Endry Fatimaningsih Fadillah, Muhammad Febry Fahira, Ainun Firmah, Andi Firmansyah Firmansyah Firmansyah, Nur Putriani Fitriahadi, Enny Hajrah Hajrah, Hajrah Hargiani, Fransisca Xaveria Hifdil Islam, Muhammad Hildawati Almah Huda, Nabila Ibrahim, Firmansyah Ikbal Inna, Suma Karlina, Dety Amelia Kustiana Arisanti Lailia Maghfiroh, Ummi Laksmi Ernawati, Ni Made Latif, Fatmawati Lestari, Evi Maulidia Lindhemutianingrum Siradje, Andi Mappatunru , Sakkirang Marwah Marwah Marya A, Marya A Masyithoh, Soffi Nur Mayasari, Andi Meliala, Alvina R. Muh. Rizal MUHAMMAD HASBI Muhammad Kafrawi Muhammad Manaqib, Muhammad Muhaza Liebenlito Munawir, Ahmad Musti, M. Irvan Septiar Mutmainna Nina Fitriyati Novianti, Anggi Nur Hikmah Nurdinah Hanifah Nurfadilah Nurhayadi Nurhidayanti Rachman Saleh Rahmadani, Nurul Syafa Rahman Ratno Agriyanto Razak, Yusuf Razaq, Yusuf Reza Maulana Reza, Reza RIRIN INDRAWATI Riska Amalia Rita Rita, Rita Rizka Safitri, Rizka Rizkiani, Firliah Safitri, Mutiara Saleh, Rachman Salsabila, Rani Sari, Flori Ratna Saskirana Satila, Hanna Trusty Satriani Satriani Satriani Septiar, M. Irvan Siti Maemunah Slamet Ifandi, Slamet Sofarida, Wiwin Sutanto, Taufik Edy Syafira, Nida Tang, Muhammad Touku Umar Tridiyawati, Feva Ulfah, Yeniati Warno, W Wayan Wangiyana Widistari, Sri Wijaya, Madona Yunita Yuli Puji Astutik, Yuli Yupinto, Ikhwal Zakariah, Miftahul Hidayah