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All Journal SOSIALITAS (Jurnal Ilmiah Pend. Sos-Ant) SAMUDERA Islam Futura Teodolita: Media Komunikasi Ilmiah di Bidang teknik Business UHO: Jurnal Administrasi Bisnis Walisongo: Jurnal Penelitian Sosial Keagamaan Populis : Jurnal Sosial dan Humaniora Journal of Advanced Civil and Environmental Engineering Otoritas : Jurnal Ilmu Pemerintahan SAMARAH: Jurnal Hukum Keluarga dan Hukum Islam JURNAL MUQODDIMAH : Jurnal Ilmu Sosial, Politik dan Hummaniora Adi Widya : Jurnal Pengabdian Masyarakat Tarbawi : Jurnal Ilmu Pendidikan Pedagogik Journal of Islamic Elementary School Jurnal Pengabdian Masyarakat AbdiMas JMKSP (Jurnal Manajemen, Kepemimpinan, dan Supervisi Pendidikan) CARADDE: Jurnal Pengabdian Kepada Masyarakat Islamika : Jurnal Ilmu-Ilmu Keislaman Jurnal ULTIMA Accounting Journal of Tropical Horticulture Jurnal Sosial Humaniora SANGKEP: Jurnal Kajian Sosial Keagamaan Jurnal Teknik Restorica: Jurnal Ilmiah Ilmu Administrasi Negara dan Ilmu Komunikasi CCIT (Creative Communication and Innovative Technology) Journal Journal of Local Government Issues Jurnal Agrium Pencerah Publik Jurnal Vokasi Journal Sensi: Strategic of Education in Information System Abdi Laksana : Jurnal Pengabdian Kepada Masyarakat Ishlah: Jurnal Ilmu Ushuluddin, Adab dan Dakwah Eduproxima : Jurnal Ilmiah Pendidikan IPA Jurnal Manajemen Pendidikan dan Ilmu Sosial (JMPIS) Inovasi: Jurnal Diklat Keagamaan Poros Onim GANESHA: Jurnal Pengabdian Masyarakat Waniambey: Journal of Islamic Education KARIWARI SMART: Journal of Education Based on Local Wisdom Arfannur: Journal of Islamic Education Jurnal Pustaka Data : Pusat Akses Kajian Database, Analisa Teknologi, dan Arsitektur Komputer SETARA : Jurnal Ilmu Hukum Millennial: Jurnal Pendidikan dan Studi Islam Jurnal Pengabdian Masyarakat Bhinneka Peka : Jurnal Pendidikan Ekonomi Akuntasi FKIP UIR Pekanbaru Jurnal Ilmiah Mahasiswa Agroekoteknologi Jurnal Pengabdian Masyarakat STIE Surakarta (DIMASETA) Al-'Aqdu: Journal of Islamic Economics Law Karimah Tauhid JURNAL GLOBAL MANAJEMEN Jurnal Pengabdian Sosial Abdurrauf Journal of Islamic Studies Jurnal Sistem Informasi Karya Anak Bangsa TATHO: International Journal of Islamic Thought and Sciences
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Journal : CCIT (Creative Communication and Innovative Technology) Journal

Comparison of Naive Bayes, Decision Trees and SVM Algorithms for Sentiment Classification of JMO Applications Nasrulloh, Anas; Yusuf, Muhamad; Mas’ud, Ibnu; Toifur, Tubagus; Ikhwanudin, Aolia; Syamhalim, Agianto
CCIT (Creative Communication and Innovative Technology) Journal Vol 18 No 2 (2025): CCIT JOURNAL
Publisher : Universitas Raharja

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.33050/ccit.v18i2.3510

Abstract

In this study, the researchers found that SVM achieved a precision of 0.75 for negative sentiment and 0.93 for positive sentiment, with recalls of 0.86 and 0.94, and f1-scores of 0.80 and 0.94, and an overall accuracy of 0.88. Naive Bayes showed similar results with a precision of 0.74 for negative and 0.93 for positive, recalls of 0.87 and 0.94, f1-scores of 0.80 and 0.94, and an accuracy of 0.88. Meanwhile, Decision Tree had the lowest precision for negative (0.71) and positive (0.91) sentiment, with recalls of 0.73 and 0.93, f1-scores of 0.72 and 0.92, and an accuracy of 0.85. These findings suggest that SVM and Naive Bayes offer excellent performance in sentiment classification, while Decision Tree, while still effective, performed slightly lower. These results provide valuable guidance in selecting the right algorithm for sentiment analysis on app data. This study compares the effectiveness of three machine learning algorithms—Naive Bayes, Decision Trees, and Support Vector Machine (SVM)—in sentiment classification of JMO apps using review data taken from Google Play Store via web scraping and processed with a Python application. The evaluation is done based on precision, recall, f1-score, and accuracy metrics.
Implementation of Lean UX to Improve the Quality of User Experience (Case Study: PT. XYZ) Yusuf, Muhamad; Nasrulloh, Anas; Ikhwanudin, Aolia; Toifur, Tubagus; Ramadhan, Aditya Duta; Mas’ud, Ibnu
CCIT (Creative Communication and Innovative Technology) Journal Vol 18 No 2 (2025): CCIT JOURNAL
Publisher : Universitas Raharja

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.33050/ccit.v18i2.3530

Abstract

The importance of websites in the modern digital world encourages various companies to develop effective user interfaces (UI) and user experiences (UX). This study aims to design the UI/UX design of PT. XYZ's website using the Lean UX method, which focuses on active collaboration with users in developing a Minimum Viable Product (MVP). The Lean UX method involves four main stages: Declare Assumptions, Create MVP, Run Experiments, and Feedback and Research. Testing was carried out using the System Usability Scale (SUS) to measure the level of usability. The results of the study showed that the new UI/UX design significantly improved efficiency and user satisfaction, with a SUS value of 80, which is included in the "Excellent" category. This study makes a significant contribution to website development in the digital sector, especially in designing user-friendly interfaces that are centered on user needs.
Co-Authors ., Weimintoro Abza, M. Thohar Al Akmal, Ajmir Alamin, Nurul Albertos Damni Alfikri, Annisa ‘Alwiyah Alhusaini, Amin Alhusaini, Amin Alwis Alwis Anggara Setya Saputra Arsyah, Rahmatul Husna Asri Arbie Ayu Wandira Azura, Yuni Baidhawi Baidhawi Budi, Nova Budiharjo, Anton Buhungo, Trisnawaty Junus Bustam, Bustam Chondro W., Akbar D, Elvira S D, Elvira S Darmawan, Wendy Dedy Syahputra, Dedy Denok Kurniasih Dewi Diana Paramata Dewi Nofrita Dewi, Rosmala Kurnia Diah P., Intan Diana, Rahmi Efendy, Didik Eka Putra Elly Kristiani Purwendah Faisal Faisal Fathiaty Murtadho Fatmawati, Anissa Fatmawati, Ludya Fatmayanti, Anisa Fauziah, Silvi Laila Rista Fiqri A., Amirul Fridayanti, Nelly Fuzari, Razul Garamatan, Afan Hairani, Debby Riana Haisang, Haisang Handayani, Rd Selvy Hendrival Hendrival Heni Purwati Herawati, Miske Aprillia Herman Syah Hermansyah Hermansyah Hermawan, Okky Hendra Ida Ayu Putu Sri Widnyani Ikhwanudin, Aolia Indriani, Nunik Intan M., Oktabriya Iribaram, Suparto Isnaini, Rahmalia Ayu Isrowiyah, Isrowiyah j-sika Jafnihirda, Lika Jakiyudin, Ahmad Havid Jalwis, Jalwis Juniaty, Novida Junita, Nana Nurma Kadir, Akhmad Kartolo, Rachmat Khaidir Khaidir Khairani, Annisa Khobir, Khoirul Khobir, Khoirul Khusairi, Halil La Ode Muhammad Elwan Lanto Mohamad Kamil Amali Latifah Latifah LUKMAN, LUKMAN Lutfianasari, Rahma M. Thohar Al-Abza Mafiroh, Nanik Nikmal Maiyuslina, Maiyuslina Mas’ud, Ibnu Mayalibit, M Yasin Un Mayalibit, M. Yasin Un. Mayalibit, M. Yasin, Un. Miftahulkhairah Anwar Mohammad Archi Maulyda Muhammad Anzarach Pratama Muhammad Muaz Munauwar Muhandy, Rachmad Surya Muizza, Hana N, Muhammad Yusuf Nadya Shafira Salsabilla Nanda Mayani Nasrulloh, Anas Natasya, Syarifah Sharah Nawir, M. Syukri Nazimah Nazimah Nilahayati NONI ROZAINI Norrochmat P., Adi Nova Elysia Ntobuo Nura, Nura Nurdin, Muhammad Yusuf Nurjaman, Andri Nurjannah, Dika Pakaya, Fadilah Prameswari, Dita Pratama, Hasemi Rafsanjani Pratikso, P Prayoga, Agung Putra, Pristian Hadi Putri, Luqyana Azmiya Putri, Novita Prahmasari Rachmat Mudiyono, Rachmat Rafli, Muhammad Rahayu, Sapti Rahmawati, Rimba Ramadani, Nurul Oktavia Ramadhan, Aditya Duta Rasyid, Muhammad Rusdi Rd. Selvy Handayani Renngiwur, Gazali Renngiwur, Gazali Husin Ridwan Nurdin Ridwan, Ridwan Rizal Rizal Rosadi, Asep Sabtatianto, Reandy Safrizal Safrizal Saida, Yulianti Santosa, Tomi Apra Santoso, Teguh Haris Saputra, Zoggy Ardi Eka Sari, Dewi Kumalasari Setia Budi Setiani Setiani, Setiani Sika A., Dimas Siti Maghfiroh Siti Nurhidayah Sucahyono, Kadi Sugiyanto - Sulistiyowati, Rini Suryono, Elan Susanto, Totti Aditya Syamhalim, Agianto Taliba, Jumalia Taslim, Muhammad TAUFIQUROKHMAN, TAUFIQUROKHMAN Toifur, Tubagus Tuzuhro, Fatimah Ulfa K., Risa Umkabu, Talabudin Utami, Melda Putri Valentina Happy Vanesa Watora, Ibrahim Weimintoro, W Widiastuti, Nina Ayu Witro, Doli Yarnika, Desi Yogo, Tri Yunefi, Fitra Yusuf N, Muhammad Yusuf N, Muhammad Zahrotul, Anisa Zulihi, Zulihi Zurrahmi Wirda