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Journal : Journal Cerita: Creative Education of Research in Information Technology and Artificial Informatics

Implementasi Vision Transformer untuk Klasifikasi Penyakit Pneumonia melalui Citra Chest X-Ray Maulana, Raihan Thobie Nabil; Via, Yisti Vita; Mandyartha, Eka Prakarsa
Journal Cerita: Creative Education of Research in Information Technology and Artificial Informatics Vol 11 No 2 (2025): Journal CERITA : Creative Education of Research in Information Technology and Ar
Publisher : UNIVERSITAS RAHARJA

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.33050/cerita.v11i2.3599

Abstract

Pneumonia is a type of respiratory infection in the respiratory tract that is often caused by viruses or bacteria. Poor air quality in Jakarta's urban areas increases people's risk of developing pneumonia, acute respiratory infections (ARI), and asthma. 2019 showed that more than 740,180 children under the age of 5 died from pneumonia cases, about 14% of all early childhood deaths. In overcoming pneumonia, medical researchers have conducted many studies related to the problem of early diagnosis of pneumonia. One of the techniques to detect pneumonia is through chest x-rays that have been developed for classification. Vision Transformer (ViT) is one of the Deep Learning architectures developed specifically for image processing. The purpose of this study is to implement the classification task of pneumonia with ViT which is expected to help detect pneumonia early so that it can be treated faster and better. The results of the study show that the ViT model has good performance after applying several variations of augmentation, and is stable both in training and testing. at a small Learning Rate of 0.00001, it produces 80% accuracy for the case of pneumonia disease classification through Chest X-Ray Images.
Penerapan Metode RAD dalam Rancang Website Pemasaran Rumah Pada PT Bumi Lingga Pertiwi Affandi, Masfi Ulil; Via, Yisti Vita; Mumpuni, Retno
Journal Cerita: Creative Education of Research in Information Technology and Artificial Informatics Vol 11 No 2 (2025): Journal CERITA : Creative Education of Research in Information Technology and Ar
Publisher : UNIVERSITAS RAHARJA

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.33050/cerita.v11i2.3735

Abstract

Industri properti terus berkembang seiring meningkatnya kebutuhan akan hunian yang layak. PT Bumi Lingga Pertiwi (BLP Property) berupaya meningkatkan kepercayaan konsumen melalui pengembangan situs web pemasaran yang dilengkapi Sistem Pendukung Keputusan (SPK) berbasis metode AHP-SMARTER. Penelitian ini menggunakan metode Rapid Application Development (RAD) untuk mempercepat proses pengembangan situs web dengan melibatkan pengguna secara aktif. Framework Laravel, React, dan MySQL digunakan untuk membangun sistem yang efisien dan terstruktur. Hasil implementasi menunjukkan bahwa situs web ini dapat menyajikan informasi properti secara interaktif serta memberikan rekomendasi hunian yang sesuai dengan preferensi pengguna. Pengujian menggunakan blackbox mendapatkan hasil yang sesuai dan berjalan sesuai dengan fungsionalitasnya. Dengan adanya situs web ini, BLP Property diharapkan dapat memperkuat citra positif perusahaan, meningkatkan pengalaman pengguna, dan mendukung pemasaran properti secara efektif.