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Journal : Journal of Embedded Systems, Security and Intelligent Systems

 1 
Pengembangan Sistem Informasi Sewa Mobil Mini Bus Rute Makassar - Bone Berbasis Android Massikki; Sanatang; Indra Restu
Journal of Embedded Systems, Security and Intelligent Systems Vol. 2 No. 2 (2021): Vol 2, No 2 (2021): November 2021
Publisher : Program Studi Teknik Komputer

Show Abstract | Download Original | Original Source | Check in Google Scholar

Abstract

Penelitian ini bertujuan untuk menghasilkan sistem informasi pelayanan sewa mobil rute Makassar-Bone dan untuk mengetahui tanggapan pengguna terhadap sistem informasi sewa mobil ini. Jenis penelitian yang digunakan adalah Research and Development dan menggunakan model pengembangan yaitu model Prototyping. Uji kelayakan perangkat lunak berdasar ISO 9126, yakni karakteristik functionality,usability,portability,Maintainability,efficiency. Hasil penelitian ini adalah sebuah sistempelayanan sewa mobil mini bus rute Makassar-Bone berbasis android yang merupakan sebuah sistem informasi mengenai daftar mobil sewa yang ada di Kota Makassar dan Kabupaten Bone untuk mempermudah pengguna dalam hal ini pemesanan mobil sewa tanpa ke lokasi mobil sewa tersebut dan driver dapat mengelola pesanan secara akurat. Sistem informasi ini bersifat online. Pengujian perangkat lunak ISO 9126 dengan empat aspek yaitu functionality dengan presentase penilaian 100% dengan kategori kelayakan dapat diterima, aspek usability dari 20 responden 95% menunjukan interpretasi sangat baik, portability dengan presentase kelayakan 100% dari 3 pengujian di versi android berbeda dan telah memenuhi aspek portability, dan Maintainability telah memenuhi standar Maintainability.
Performance Comparison of Svm and Naïve Bayes For Indonesian-Language Sentiment Analysis On Free Fire Reviews Using Tf-Idf And Smote Wahid, Yokogeri Abdullah; Sanatang; Andayani, Dyah Darma
Journal of Embedded Systems, Security and Intelligent Systems Vol 6, No 4 (2025): Desember 2025
Publisher : Program Studi Teknik Komputer

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.59562/jessi.v6i4.10818

Abstract

The popularity of online games continues to increase, including Free Fire, which has gained more than one billion downloads and millions of user reviews on the Google Play Store. However, the variation and inconsistency of user comments make manual sentiment evaluation difficult. This study aims to compare the performance of Support Vector Machine (SVM) and Naïve Bayes in classifying user review sentiment on the Free Fire game. A total of 535 Indonesian-language reviews were collected using web scraping and processed through text cleaning, case folding, normalization, stopword removal, and stemming. Sentiment labels were assigned manually based on review content. The dataset was divided into training and testing using a 70:30 ratio, and feature extraction used Term Frequency–Inverse Document Frequency (TF-IDF). Two scenarios were implemented: a baseline without class balancing and a scenario using Synthetic Minority Oversampling Technique (SMOTE) to address class imbalance. Results show that SVM outperforms Naïve Bayes in both scenarios. In the baseline, SVM achieved 89.81% accuracy, while Naïve Bayes obtained 82.80%. After SMOTE, SVM improved to 91.08% accuracy and Naïve Bayes to 89.17%. These findings indicate that SVM, especially with SMOTE, provides a more effective and balanced performance for sentiment classification on Free Fire reviews. The study contributes to providing a more accurate understanding of user perception and strengthening model development for sentiment analysis on digital game applications.
Co-Authors Abdul Muis Mappalotteng Abdul Wahid Abdul Wahid Abdul Wahid Achmad Chaerul Rosiqin. Z Adiba, Fhatiah Adilah Eka Putri Agusnaya, Nurrahmah Agustiah Agustiah Agustiah Ahmad Nurfauzan Ajul Manabi Tinulu Akbar, Muh. Akhyar Muchtar Al Imran Alfaisal, Haldi Alimuddin Sa'ban Miru Alimuddin Sa’ban Miru Amukune, Stephen Anas Arfandi Andi Baso Kaswar Andi Baso Kaswar Arifiyanti, Fitria Armayani Asdaqul Khair Asfani Yuhadi Ashari, Hilda Aulyah Zakilah Ifani BAKHRANI RAUF Charles Luis Yaas Defi sarnita Della Fadhilatunisa Dewi, Shabrina Syntha Dhetryansah, Andi Dian Sasmita Dinda Hummayra Dinda Hummayra Dirawan, Gufran Darma Dwi Hastuti Hidayat Dyah Vitalocca Erwin Azizi Jayadipraja, Erwin Azizi Fardan, Muhammad Fardila Santi Fatahillah, Fatahillah Fathahillah Fathahillah Fathahillah Fathahillah Fauziah Lana, Nur Firdaus Firdaus Firdayanti Firmansyah Firmansyah S Fitri Rachmilah Fadmi Fitriani Gerung, Jumartin Gowa, Srijadi Harifuddin Haripuddin . Hasrul Bakri Hasrul Hasrul Helni Hidayat, Almisri Idhul Sawitra Lajambu Indra Restu Irmayni Saripa Yustia Irvanshah Irvanshah Irwandi Irwansyah Suwahyu Ismail, Muhammad Aqmal Iwan Suhardi Jamila Jamila Jamila Jumadi Mabe Parenreng Karim, Sugeng A. Kartini, Sapril Kaseng, Ernawati S. Kholik Prasojo Kurnia Prima Putra Lavicza, Zsolt Leniarti Ali Lisnawati Lisnawati Lu'mu M Zulfikar Ilham M, Trisman M, Wahyu Hidayat M. Miftach Fakhri M. Zulfiqar Ilham Mangesa, Riana T Marseylah Marwan Ramdhany Edy Massikki, Massikki Matius Rimbe Matius Rimbe Muh. Ihsan Zulfikar Muhammad Fahrul Rosi Ishaq Muhammad Fajar B Muhammad Hasan Z Muhammad Idris Arif Muhammad Nurfauzi Muhammad Syafaat Ilsyah Muhammad Yahya Mustamin Mustari S. Lamada Nadiah Nadiah Nadiah Nasti Nazaruddin Nazaruddin Ninik Rahayu Ashadi Nur Safitri Nurfuadiah, Hasni Nurhidayah Azis Nurjannah, Elma Nurul izzati inayah Nurul Mukhlisah Abdal nurul mutmainnah Octavia, Suci Anita Oktavia, Elin Pattiroi, Muhammad Nauval Purnama, Titi Purnamasari, Wa Ode Gustiani Purnamawati Purnamawati Qadratillah, Dyah Rasyid, Sri Anggarini Rezky Wulandari Balulu Riana T. Mangesa Riana T. Mangesa Ridwan Daud Mahande Riska, Muhammad Ruslan Satria Gunawan Zain Satriani Syarif Serly Setialaksana, Wirawan - Shabrina Syntha Dewi Shalsa Juniastrid Masiar Sherina Indah Sintia Wulandari Sitti Masriwati Soeharto Soeharto St. Diva Az-zahra Suci Regisca Aulia Rahmadani Sugeng A. Karim Sugeng A. Karim Sugireng Suhartono Sulaiman, Dwi Rezky Anandari Sunarsih Syafaa, Sitti Nur Syahrul Syahrul Syamsidah Syamsidah, Syamsidah Syawal Abdurrahman Tangkin Mangesa, Riana Teguh, Ririn Titi Purnama Tjandi, Yunus Toto Surianto Trisnawarti Ode Udin Sidik Sidin Udin Sidiq Sidin Ulfah Khairul Nissa Ummy Sri Mulyani Vicha Nur Fatanah Vicha Nur Fathanah Vinni Melfionita Vinni Melfionita Wa Ode Hartati Wahid, Yokogeri Abdullah Wahyu Djuddah Wahyu Hidayat M WAHYUDI Waino Wiwik Sutami Wiwik Sutami Yayu Sri Rahayu Yuhadi, Asfani Yuliastri, Wa Ode Zainuddin Zainuddin Zainuddin, Zainuddin Zulfikar, Muh. Ihsan Zulhajji Zulhajji, Zulhajji Zulvita