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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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Optimasi Sistem Credit Scoring Pembiayaan pada Lembaga Keuangan Mikro dengan Neural Network Integrasi Sample Bootstrapping dan Weighted PCA
Dinamik
Vol 31
, No 1
(2026)
Credit scoring is an important element in decision-making for providing financing, especially for microfinance institutions. Several methods for predicting credit scoring include Decession Tree, Gradient Boosted, Neural Network, K-NN, and Rule Induction. This study aims to improve the accuracy of financing risk prediction by efficiently integrating historical data. The Neural Network (NN) algorithm is a machine learning algorithm consisting of neurons (nodes) connected to each other in several l...
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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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Implementasi Metode Vikor dalam Pengambilan Keputusan Supplier Terbaik pada Parfume Corner
Dinamik
Vol 31
, No 1
(2026)
Selecting the right supplier is a critical aspect of supply chain management, especially in a retail business like Parfume Corner, which relies on product quality, availability, and on-time delivery. This study aims to implement the VIKOR (VlseKriterijumska Optimizacija I Kompromisno Resenje) method as a multi-criteria decision-making approach to determine the best perfume supplier. The VIKOR method was chosen because of its ability to handle conflicts between criteria and produce optimal compro...
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Penerapan Algoritma Naïve Bayes untuk Prediksi Minat Siswa Melanjutkan Studi ke Perguruan Tinggi
Dinamik
Vol 31
, No 1
(2026)
This study aims to analyze the factors that influence students' interest in continuing their education to college using a machine learning approach. Data was collected through an online questionnaire completed by 727 students between July 27 and August 22, 2025, covering 23 variables consisting of respondent identity (gender, grade level, major) as well as internal and external factors such as parental support, learning motivation, and preferred type of college. The data preparation stage was ca...
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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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The Effect of Kinesio Taping on Carpal Tunnel Syndrome in Informal Sector Workers
Widodo, Agus
; Amithya, Farita Adhynda
; Ma’nun, Arumi Lu’lul
; Noorrahmah, Azkia
; Alvanda, Inggil Catur
; Ladjiji, Sri Sulistiani T.
FISIO MU: Physiotherapy Evidences
Vol 7
, No 1
(2026)
Introduction: CTS is a musculoskeletal disorder caused by compression of the median nerve, commonly occurring in informal sector workers, particularly those engaged in repetitive wrist movements, which can lead to reduced hand function and work productivity. This study aims to determine the relationship between occupational risk factors and pain with the Boston Carpal Tunnel Questionnaire (BCTQ) score in informal sector workers with CTS after kinesiotaping. Methods: This study used a quasi-exper...
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The Relationship Between Sitting Duration and the Incidence of Low Back Pain Among Bus Drivers
FISIO MU: Physiotherapy Evidences
Vol 7
, No 1
(2026)
Background: The job of a bus driver requires sitting for long periods in a static position within a confined workspace. This condition poses a risk of musculoskeletal disorders, especially low back pain (LBP), which is caused by high biomechanical stress on the spine. LBP is one of the most common complaints among informal sector workers such as drivers, who often neglect occupational safety and health factors. This can occur due to prolonged sitting without breaks and non-ergonomic sitting posi...
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Differences in the Effects of Strengthening on Bosu and Activity-Based Exercises on Hallux Valgus Pain
FISIO MU: Physiotherapy Evidences
Vol 7
, No 1
(2026)
Introduction: Hallux valgus is a deformity of the first toe characterized by outward bending due to a valgus position at the metatarsophalangeal joint. This deformity can cause pain and interfere with daily activities, especially among working women. To determine the difference in the effects of Strengthening on bosu and Activity-Based Exercises on reducing pain caused by hallux valgus in working women in Bulakrejo Village. Methods: This study used a quasi-experimental two-group with a pre-test...
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