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Implementation of Machine Learning for Credit Card Fraud Detection using Logistic Regression and Gradient Boosting
Dinamik
Vol 31
, No 1
(2026)
Credit card fraud is a critical issue in digital financial transactions. This study aims to develop and evaluate fraud detection models using Logistic Regression and Gradient Boosting on an imbalanced dataset, where fraudulent transactions constitute only a small portion of the data. To address this imbalance, the Synthetic Minority Over-sampling Technique (SMOTE) was applied during preprocessing. Logistic Regression, used as a baseline model, achieved 95% accuracy, 78.6% precision, 55.9% recall...
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Analisis Deteksi Komunitas Louvain, Infomap, dan Walktrap pada Konstruksi Social Network Analysis Jaringan Undang-Undang Republik Indonesia 2014-2024
Al Amin, Imam Husni
; Wibisono, Setyawan
; Hadikurniawati, Wiwien
; Lestariningsih, Endang
; Eniyati, Sri
Dinamik
Vol 31
, No 1
(2026)
Penelitian ini mengevaluasi performa tiga algoritma deteksi komunitas Louvain, Infomap, dan Walktrap dalam konteks social network analysis pada jaringan undang-undang Republik Indonesia periode 2014–2024. Jaringan dibangun dari hubungan kutipan antar undang-undang Republik Indonesia pada rentang waktu antara tahun 2014 sampai dengan tahun 2024. Kutipan antar undang-undang diperoleh pada bagian “Mengingat” pada setiap undang-undang, menghasilkan sebuah konstruksi struktur graf berarah dan tak ber...
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Tinjauan Sistematis Teknologi Radar Mimo dan Kecerdasan Buatan untuk Deteksi Nyeri Non-Invasif Lintas Populasi
Dinamik
Vol 31
, No 1
(2026)
Deteksi nyeri secara objektif merupakan tantangan penting dalam dunia medis, terutama bagi pasien yang tidak mampu menyampaikan rasa sakitnya secara verbal, seperti bayi, lansia, atau penderita gangguan komunikasi. Teknologi non- invasif berbasis sensor menjadi solusi potensial untuk mengatasi keterbatasan metode subjektif. Penelitian ini bertujuan meninjau secara sistematis literatur terkini mengenai penerapan Radar MIMO dan algoritma kecerdasan buatan dalam deteksi nyeri non-invasif.
Metode ya...
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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 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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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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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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Literature Review: Neuromuscular Taping and Exercise for Diabetes Mellitus
FISIO MU: Physiotherapy Evidences
Vol 7
, No 1
(2026)
Introduction: This literature review study was motivated by global health challenges such as diabetes mellitus (DM), which has become a significant global health issue, particularly in Indonesia, which ranks seventh in the world. Complications from DM, such as diabetic neuropathy, drastically affect patients' quality of life. Non-pharmacological approaches, such as neuromuscular taping therapy (NMT) and physical exercise, can reduce the risk of complications and thus be an effective additional s...
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Developing Mathematical Language Literacy Skills Through the Use of Indonesian in Learning Real Analysis Courses
Absis: Mathematics Education Journal
Vol 7
, No 2
(2025)
The study's objectives are to: 1) ascertain the extent to which the teaching module aids in learning through the use of Indonesian in the Real Analysis course, and 2) ascertain the features of mathematical language literacy skills following participation in learning through the use of Indonesian in the Real Analysis course. This study used an experimental approach using Posttest-Only Control Design and True Experimental Designs research. Researchers administered an essay test consisting of up to...
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