Article Per Year (5 Year)
p-Index From 2021 - 2026
4.875
P-Index
This Author published in this journals
All Journal Jurnal Agronomi Indonesia (Indonesian Journal of Agronomy) PROSIDING SEMINAR NASIONAL Biotika: Jurnal Ilmiah Biologi Jurnal Online Mahasiswa (JOM) Bidang Ilmu Sosial dan Ilmu Politik Akuntansi Krida Wacana AKSES: Jurnal Ekonomi dan Bisnis Pendas : Jurnah Ilmiah Pendidikan Dasar JRB-Jurnal Riset Bisnis Silampari Bisa: Jurnal Penelitian Pendidikan Bahasa Indonesia, Daerah, dan Asing JURNAL CEMERLANG: Pengabdian pada Masyarakat JuSiTik : Jurnal Sistem dan Teknologi Informasi Komunikasi Jurnal Kesehatan Indonesia Jurnal Teknologi Hasil Pertanian Borneo Nursing Journal (BNJ) JURNAL PERSPEKTIF PENDIDIKAN Sasando : Jurnal Bahasa, Sastra Indonesia, dan Pengajarannya Accounting Profession Journal (APAJI) Journal of Classroom Action Research Jurnal Teknik Informatika (JUTIF) Shell Civil Engineering Journal JUrnal Riset Ilmu Pendidikan Agrivet: Jurnal Ilmu-ilmu Pertanian dan Peternakan Cendekia: Jurnal Ilmu Sosial, Bahasa dan Pendidikan Kajian Sastra Nusantara Linggau ( KASTRAL) Pustaka: Jurnal Bahasa dan Pendidikan Student Scientific Creativity Journal Abdimas Terapan: Jurnal Pengabdian Kepada Masyarakat Terapan Morfologi : Jurnal Ilmu Pendidikan, Bahasa, Sastra dan Budaya Banda Historia: Jurnal Pendidikan Sejarah dan Studi Budaya Jurnal Pengabdian Masyarakat dan Riset Pendidikan Jurnal Medicare Jurnal Akuntansi Fundamentum: Jurnal Pengabdian Multidisiplin Jurnal Ilmiah Manuntung: Sains Farmasi dan Kesehatan Sujud: Jurnal Agama, Sosial dan Budaya Journal of Literature Review Jurnal Ilmiah Literasi Indonesia
TRI ASTUTI
Unknown Affiliation
Religion Agriculture, Biological Sciences & Forestry Arts Humanities Biochemistry, Genetics & Molecular Biology Chemistry Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Engineering Environmental Science Health Professions Immunology & microbiology Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Library & Information Science Mathematics Medicine & Pharmacology Nursing Public Health Social Sciences Other

Published : 42 Documents Claim Missing Document
Claim Missing Document
Check
Articles

Found 1 Documents
Search
Journal : Jurnal Teknik Informatika (JUTIF)

 1 
PERFORMANCE COMPARISON OF SVM, NAIVE BAYES, AND LOGISTIC REGRESSION CLASSIFICATION ALGORITHMS IN ANALYZING NOICE APP USER REVIEWS Ahmad Bahar; Tri Astuti; Primandani Arsi
Jurnal Teknik Informatika (Jutif) Vol. 5 No. 4 (2024): JUTIF Volume 5, Number 4, August 2024 - SENIKO
Publisher : Informatika, Universitas Jenderal Soedirman

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.52436/1.jutif.2024.5.4.2061

Abstract

In the rapidly growing digital era, user reviews on distribution platforms such as the Google Play Store are a key indicator in assessing the popularity, quality, and user satisfaction of applications. This study aims to compare the performance of SVM, Naive Bayes, and Logistic Regression classification algorithms in analyzing user reviews of the Noice app, an audio content platform. The research involves steps such as data collection, data pre-processing, word embedding, modeling, model evaluation, and sentiment analysis. Testing was conducted using 1877 data. The data from the reviews were divided into scenarios, with training and testing data divided in ratios of 90:10, 80:20, and 70:30. The results showed that the SVM algorithm achieved the highest accuracy rate (80%) in the 90:10 data split scenario. However, Naive Bayes also showed competitive results with 78% accuracy in the same scenario. Meanwhile, Logistic Regression achieved 78% accuracy when the data was split in an 80:20 ratio. Evaluation was done using metrics such as accuracy, precision, recall, and F1-score. Sentiment analysis showed a positive trend with 1194 positive data compared to 683 negative data. From the comparison of data sharing scenarios and algorithms, SVM at 90:10 data sharing gave the best results.
Co-Authors - Khanifah Adi, Defiyanto Djami Adinda Assyfa Nurdina Afifa, Khaulah Afsun Aulia Nirmala Agnes Mitra Bangun Ahmad Bahar Akhmar Aribuma Alayya Edistya Putriayu Dhiya Alfian Ishak Alumni STIKES Husada Borneo Amin Samiasih Ana Rusmardiana Arghita Aricindy Argitha Aricindy Ariefin, Muhammad Noor Arina Izzata Amalina Asep Purwo Yudi Utomo Atiek Murharyati Devi Liana Deviani Ayu Suranto Dito Yus Dermawan Dwi Puji Lestari Dwika Tiofahma Ashari Elis Listiani Esti Widowati Fadilah Fauziah Farida Lulu Asmara Hasbia Kunti Taqia Hasddin Herdhata Agusta Ibda Binafsih Ida Nur Laela Indra Satria Indra Satria Intan Amelia Toty Irma Widya Irnawati Irnawati Irzal Effendi Jazilatun Nikmah Jihan Ambaroh Jumiati Jumiati Jumiati Khalida Utami Khoirun Nisa Alfitri Lapipi Laudiana Anggraeni Lulu’ Arifatun Munasiroh Lutfia Khaerunnisa M. Syahrun Effendi Maguna Eliastuti Mahpolah Mahpolah Maya Astriyani Mezaluna Kharismatika Deazzuri Miftahul S. Pardede Mirad Mita Rosaliza Nabilla Pramita Sari Nella Angelina Simanjuntak Nina Rahmadiliyani Nur Indah Septia Ningsih Nur Nisai Muslihah Nur Rochmah Nurrachmania, Meylida Osu Oheoputra Husen Primandani Arsi Ramiyati, Ramiyati Rijal Muttaqin Rizki Adiputra Taopan Rochpriyati Rochpriyati Roro Meifi Pitaloka Rossi Galih Kesuma Rusmana Dewi Salis Musta Ani Satinem Silvi Lailatul Mahfida Sri Rejeki STIKES Husada Borneo Surya Maulana Suwarto Suwarto Tia, Tia Tina Nurlita Yuliana Tyas Pitaloka Umiati Umiati Vepi Tumini Vici Febriana Wahyuningsih Safitri Wasino Wasino Wasino Widya Puspita, Evika Windi Atmaka Wulandari, Anindi Putri Safira Yesika Apriliana Putri Wardani Yuliansyah Yuliansyah Yuliansyah Yuliatul Asyiroh Yulistia Budianti Soemarie Zacki Mahendra