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Predictive Analysis of Dengue Outbreak Trends Using RapidMiner-Based Machine Learning Models
Dinamik
Vol 31
, No 1
(2026)
Demam berdarah dengue merupakan tantangan kesehatan masyarakat yang terus berulang di wilayah tropis, termasuk Indonesia. Penelitian ini bertujuan untuk memprediksi jumlah kasus tahunan dengan memanfaatkan lima algoritma pembelajaran mesin, yaitu Regresi Linier, Decision Tree, Random Forest, Support Vector Machine (SVM), dan Neural Network. Data historis tahun 2017–2024 diolah menggunakan teknik windowing deret waktu untuk menghasilkan fitur lag yang sesuai bagi pembelajaran terawasi. Evaluasi k...
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KOMUNIKASI INTERPERSONAL GURU DENGAN MURID DALAM MEMBANGUN MOTIVASI BELAJAR SISWA BERKEBUTUHAN KHUSUS
Development and Business Communications
Vol 2
, No 2
(2026)
Interpersonal communication is often used in learning activities in schools by applying classical and individual methods. Student learning motivation is formed due to the interpersonal communication process that exists between educators and students. The purpose of this study is to describe how interpersonal communication between teachers and children with special needs at SLB YPAC Surakarta in building learning motivation. The theory used in this study is the effectiveness of interpersonal comm...
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Pelatihan Penyusunan dan Pengolahan Menu DASHAT (Dapur Sehat Atasi Stunting) di Desa Solodiran Kabupaten Klaten
Abdi Geomedisains
Vol 6
, No 2
(2026)
Stunting is one of the health problems that has become a priority to address in Indonesia. Solodiran Village is one of the stunting-focus (locus) villages in Klaten Regency. Stunting prevention interventions need to be carried out as early as possible, even before the baby is born, starting from when women are still in their teenage years. Programs to support the reduction of stunting cases can be carried out by providing education to at-risk groups, such as women of childbearing age, pregnant w...
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The Balinese Li Ceremony Tradition as Evidence of the Legacy of Animistic Beliefs and Dynamism in the Community of Datar Village, Muaradua District, South Oku Regency (2007-2014)
Keraton: Journal of History Education and Culture
Vol 7
, No 2
(2026)
The origin and owner ceremony tradition Li Bali are the property of the tribe Power is taken from the highlands of the mountain areas Seminung / Lake Ranau, then this tradition brought by the power spread of riparian komering in Muaradua to go into the rural areas as well as in the village of Flat , Li Bali ceremony tradition is a tradition or custom series of activities undertaken by the Power to seek peace, and demand protection from spirits who inhabit the forest in time would dilakukanya for...
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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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PERAN DP3AP2KB DALAM PENCEGAHAN PERKAWINAN ANAK DAN DAMPAKNYA TERHADAP KESEHATAN REPRODUKSI REMAJA PUTRI DI KOTA KEDIRI
Jurnal Kesehatan Masyarakat Indonesia
Vol 20
, No 4
(2026)
Latar belakang: Perkawinan anak masih menjadi masalah serius di Kota Kediri, dengan angka dispensasi kawin yang cukup tinggi. Praktik ini berdampak negatif terhadap kesehatan reproduksi remaja putri. DP3AP2KB Kota Kediri telah melaksanakan berbagai program pencegahan, namun efektivitasnya terhadap kesehatan reproduksi belum sepenuhnya terukur. Metode: Penelitian ini menggunakan metode kuantitatif dengan desain cross-sectional. Dengan sampel berjumlah 100 remaja putri usia 15–19 tahun yang telah...
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Pemodelan Tren Kasus Hiv dan Klasterisasi Wilayah menggunakan Algoritma K-Means dan Decision Tree - Studi Kasus di Kabupaten Bogor
Dinamik
Vol 31
, No 1
(2026)
Infectious diseases remain a dynamic and evolving public health threat, requiring data-driven approaches for early detection and targeted policy planning. This study aims to model spatio-temporal trends and clustering patterns of HIV transmission in Bogor Regency during the period 2020–2023 by utilizing a combination of unsupervised and supervised machine learning techniques. The dataset was obtained from the Bogor Regency Health Office and includes annual data on the number of HIV cases across...
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Prediksi Jumlah Donor Darah menggunakan Pendekatan WMA dI Kantor PMI Kabupaten Asahan
Dinamik
Vol 31
, No 1
(2026)
The rapid development of information technology in today's digital era has significantly impacted organizational performance, particularly in data management and resource planning. One organization that heavily relies on accurate data availability is the Indonesian Red Cross (PMI), especially its Blood Donor Unit (UDD). UDD PMI of Asahan Regency faces challenges in determining monthly blood donor targets to maintain stable blood stock. A shortage of blood supply can be fatal for patients requiri...
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SuperBoost-AllerScan: Allergen Detection in Food Products - Data Mining and Machine Learning Approach
Dinamik
Vol 31
, No 1
(2026)
Behind the success of the Free Nutritious Meal Program (MBG), there are several problems related to the health factors of the program targets, namely, there are several cases of allergies that occur in schools, inadequate understanding of allergen management owned by food processing vendors, and the high cost of laboratory tests and the process that takes a long time. So, to overcome these problems, an application is proposed that can help detect allergens in food products using data mining and...
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