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Sistem Prediksi Prestasi Akademik Mahasiswa Program Studi Pendidikan Agama Islam Menggunakan C4.5
Dinamik
Vol 31
, No 1
(2026)
Current advances in information technology have encouraged universities to utilize student academic data as a basis for decision-making, one of which is predicting academic achievement. This study aims to apply the C4.5 algorithm to develop a system for predicting student academic success in the Islamic Religious Education Study Program. This method was chosen because it produces a decision tree model that is easy to understand and has a high level of accuracy. The data used comes from student a...
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Identifikasi Aritmia pada Lansia menggunakan Algoritma K-Nearest Neighbor berdasarkan Data ElektroKardiogram
Siahaan, Maherni
; Panjaitan, Sabina
; Purba, Agnes Alvionita
; Cahya, Mutiara
; Simarmata, Allwin M.
Dinamik
Vol 31
, No 1
(2026)
Aritmia merupakan gangguan irama jantung yang umum terjadi pada lansia dan dapat menimbulkan risiko kesehatan serius jika tidak terdeteksi secara dini. Penelitian yang dilakukan bertujuan untuk mengidentifikasi aritmia pada lansia menggunakan algortima K- Nearest Neighbor (KNN) berdasarkan data elektrokardiogram (EKG). Data yang digunakan berjumlah 105 data EKG lansia yang diperoleh dalam format CSV. Proses awal melibatkan pembersihan dan normalisasi data menggunakan metode StandardScaler, serta...
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Integration of ChaCha20 and LSB Steganography in a Digital Image-Based Information Security System
Dinamik
Vol 31
, No 1
(2026)
Meningkatnya ketergantungan pada sistem komunikasi digital telah memperkuat kebutuhan akan metode yang andal untuk melindungi data sensitif dari akses tidak sah. Studi ini memperkenalkan mekanisme keamanan terintegrasi yang menggabungkan enkripsi ChaCha20 dengan steganografi citra Least Significant Bit (LSB), yang menargetkan perlindungan data berbasis citra digital. ChaCha20, sebuah cipher aliran modern yang dikenal akan kecepatan dan keamanannya, digunakan untuk mengenkripsi pesan teks biasa (...
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Implementasi Deep Learning CNN untuk Menerjemahkan Sistem Isyarat Bahasa Indonesia (SIBI) ke Teks
Dinamik
Vol 31
, No 1
(2026)
Communication is a fundamental aspect of human life. However, individuals with hearing and speech impairments often face barriers in communicating with the general public. The Indonesian Sign System (SIBI) serves as a communication solution for the deaf and speech-impaired community in Indonesia, yet public understanding of SIBI remains limited. To address this issue, this study aims to develop an automatic translation model from SIBI sign language into Indonesian text by utilizing Deep Learning...
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Evaluasi Kinerja Model Long Short-Term Memory dan Gated Recurrent Unit untuk Prediksi Magnitude Gempa Bumi Di Indonesia
Dinamik
Vol 31
, No 1
(2026)
This study aims to evaluate and compare the performance of two neural network architectures under the Recurrent Neural Network (RNN) category, namely Gated Recurrent Unit (GRU) and Long Short-Term Memory (LSTM), in predicting earthquake magnitude in Indonesia. The dataset used consists of daily earthquake magnitude records from 2008 to 2023, preprocessed into time series format and normalized using the MinMax method. The training process was conducted using various combinations of batch size and...
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Evaluation of Management Requests and Service Quality Incidents of the Wifi Network Using COBIT 2019
Dinamik
Vol 31
, No 1
(2026)
This study compares two service management models to evaluate the governance of the Wi-Fi network in Dusun Gita Nagari Baru. The main objective is to measure user satisfaction and service quality following the implementation of the COBIT 2019 framework, particularly the DSS02 domain (Manage Service Requests and Incidents). The research employed a mixed methods approach, using historical-comparative document analysis and Likert scale questionnaires distributed to 21 active users. The data were an...
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Penerapan Metode Decision Tree dan Naïve Bayes pada Kasus Kriminalitas di Lampung
Dinamik
Vol 31
, No 1
(2026)
Crime, an unlawful act that contradicts ethics and norms, has now become a primary factor for the police in Lampung province. This presents a challenge for the police institution in predicting high crime rates. However, there are still many crimes that have not become the main focus of problem-solving at the Lampung Regional Police.This research aims to identify the types and criminal acts of crime with the highest recorded incidence in a crime dataset by performing classification using the Naïv...
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Analysis of the Effectiveness of the Lampung Provincial Government's Public Communication Through Social Media Using the Logistic Regression Method
Dinamik
Vol 31
, No 1
(2026)
Social media has become a strategic tool for the government to disseminate public information quickly, interactively, and efficiently in the digital era. The Lampung Provincial Government utilizes various social media platforms such as Facebook, Instagram, and TikTok to support public communication activities. This study aims to analyze the effectiveness of public communication by measuring the level of activity of Regional Apparatus Organization (OPD) social media accounts using the logistic re...
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Implementasi Metasploit Framewrok dan Nmap untuk Deteksi Awal Serangan pada Kemanan Web
Dinamik
Vol 31
, No 1
(2026)
Web security is an important aspect in maintaining data integrity and confidentiality in the digital age, where cyber threats are increasingly complex and difficult to detect. This research was conducted because there are still many web systems that are vulnerable to attacks due to weak early detection of security gaps. For this reason, this study implements a combination of Nmap and Metasploit Framework as the main tools in proactively detecting and testing system vulnerabilities. The research...
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Kedisiplinan Penggunaan APD dan Efektivitas SMK3 Dalam Pencegahan Kecelakaan Akibat Kerja : Literatur Review
Jurnal Kesehatan Masyarakat Indonesia
Vol 20
, No 4
(2026)
Latar belakang : Keselamatan dan Kesehatan Kerja (K3) merupakan disiplin ilmu yang mengkaji prioritas tempat kerja di berbagai industri, pertambangan, pabrik, rumah sakit, dan fasilitas kesehatan lainnya. Menurut ILO, penyakit akibat kerja memengaruhi 160 orang, dan setidaknya satu orang meninggal setiap 15 detik akibat kecelakaan kerja. Indonesia terus mengalami tingkat kematian akibat kecelakaan kerja yang tinggi setiap tahunnya. Tujuan dari penelitian ini adalah untuk mengetahui seberapa baik...
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