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All Journal Islam Futura Walisongo: Jurnal Penelitian Sosial Keagamaan Otoritas : Jurnal Ilmu Pemerintahan JURNAL MUQODDIMAH : Jurnal Ilmu Sosial, Politik dan Hummaniora Cetta: Jurnal Ilmu Pendidikan Pedagogik Journal of Islamic Elementary School Edukasi Islami: Jurnal Pendidikan Islam CARADDE: Jurnal Pengabdian Kepada Masyarakat Jurnal ULTIMA Accounting Jurnal Sosial Humaniora CCIT (Creative Communication and Innovative Technology) Journal Infotekmesin Pencerah Publik The Asia Pacific Journal Of Management Studies Abdi Laksana : Jurnal Pengabdian Kepada Masyarakat Madani : Indonesian Journal of Civil Society Ishlah: Jurnal Ilmu Ushuluddin, Adab dan Dakwah Jurnal Manajemen Pendidikan dan Ilmu Sosial (JMPIS) Neraca Inovasi: Jurnal Diklat Keagamaan Bima Abdi: Jurnal Pengabdian Masyarakat Al-Kawakib Jurnal Ilmu Hukum, Humaniora dan Politik (JIHHP) Edukasia: Jurnal Pendidikan dan Pembelajaran Prosiding University Research Colloquium Journal of Innovation and Research in Primary Education eProceedings of Applied Science Cerdika: Jurnal Ilmiah Indonesia Jurnal Ilmiah Mahasiswa Agroekoteknologi Jurnal Hukum Ekonomi Syariah : AICONOMIA Jurnal Keperawatan Profesional (KEPO) Indonesian Journal of Religion, Spirituality, and Humanity JIM: Jurnal Ilmiah Mahasiswa Pendidikan Sejarah Jurnal Terobosan Peduli Masyarakat (TIRAKAT) Jurnal Solusi Masyarakat Dikara Jurnal Sistem Informasi Karya Anak Bangsa Jurnal Ilmu Administrasi Publik Dimas Canthing Tapis : Jurnal Penelitian Ilmiah
Muhamad Yusuf, SE., M.Si.
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Religion Agriculture, Biological Sciences & Forestry Arts Humanities Biochemistry, Genetics & Molecular Biology Computer Science & IT Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Engineering Environmental Science Health Professions Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Library & Information Science Mathematics Mechanical Engineering Medicine & Pharmacology Nursing Public Health Social Sciences Other

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Journal : CCIT (Creative Communication and Innovative Technology) Journal

 1 
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 Abdul Azis Abza, M. Thohar Al Aghista, Rizka Dwi Putri Ahmad Junaidi Ahmad Rivauzi Aisar, Tasya Rahadatul Akhmad Kadir Alamin, Nurul Alfikri, Annisa ‘Alwiyah Alghani, Raid Alimudin, Erna Alwis Alwis Anggara Setya Saputra Anwar Us, Kasful arsalan, zaky arsyani, vidya Baidhawi Baidhawi Dedy Syahputra, Dedy Denok Kurniasih Dewi Kumala Sari Dian Anggraini, Reni Diana, Rahmi Dwi Riyanto, Sugeng Eka Putra Faisal Faisal Fatah, Khoirul Fathiaty Murtadho Fatmawati, Ludya Fatmayanti, Anisa Fauziah, Silvi Laila Rista Fransisca, Talia Berliana Fridayanti, Nelly Fuzari, Razul Garamatan, Afan Halomoan Handayani, Rd Selvy Hapzi Ali Hendrival Hendrival Heni Purwati HIDAYAH, RINI Hidayat Hidayat Ikhwanudin, Aolia Isrowiyah, Isrowiyah j-sika Jalwis, Jalwis Junita, Nana Nurma Kartolo, Rachmat Khairani, Annisa Khairunnisa, Musyrifah Latifah Latifah Lestari, Nining Puji LUKMAN, LUKMAN Lutfianasari, Rahma Mas’ud, Ibnu Mayalibit, M. Yasin. Un. Meidiah, Alifia Nida Safira Miftahulkhairah Anwar Moegiri, Moegiri Mohammad Nurhilal Muhammad Anzarach Pratama Muhammad Muaz Munauwar Muhammad Saifudin Muhandy, Rachmad Surya Mutia Qana'a Nasrulloh, Anas Nawir , M. Syukri Nawir, M. Syukri Nazimah Nazimah Nilahayati Nurcholisa, Siti Nurdiansyah, Robbihim Nurdin, Muhammad Yusuf Nurjaman, Andri Permana, Dicka Trie Prasetia, Vicky Prasetya, Vicky Prihantara, Andesita Purwiyanto Purwiyanto, Purwiyanto Putra, Pristian Hadi Putri, Andrea Gafiria Permata Putri, Novita Prahmasari Putri, Sofi Amelia Qurniatun, Misti Raden Mohamad Herdian Bhakti Rafli, Muhammad Rahmawati, Rimba Ramadhan, Aditya Duta Rengga Satria Rido Putra Rifqi, Tiara Rini Sulistiyowati Riyani Prima Dewi Sabtatianto, Reandy Safrizal Safrizal Santosa, Tomi Apra Sarifah Tullah, Dewi Singgih, Rahadi Pratomo Siti Fatimah Sopiah, Popi Sudirman Sudirman Sugeng Dwi Riyanto Sugiyanto - Suharyanto H. Soro Sumardiono, Arif Sumartina, Nurisah Sunarmin Suparto Iribaram SUPRIYONO Supriyono Supriyono Suryanisari, Pipin Suryatiningsih Sutarti Sutarti Syamhalim, Agianto Syamsarina, Syamsarina Syifa Khoirunnisa, Syifa Taliba, Jumalia TAUFIQUROKHMAN, TAUFIQUROKHMAN Toifur, Tubagus Usamah Usamah, Usamah Usamah, U Usnawiyah, Usnawiyah Watora, Ibrahim wentianah, wentianah Wirdati, Wirdati Witro, Doli Yanti, Isma Darma Yohani, Yohani Zaenuddin Hudi Prasojo Zulihi, Zulihi Zurrahmi Wirda