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Performance Analysis of Ensemble Learning Models in Heart Failure Prediction: Random Forest, AdaBoost, and XGBoost
Beny, Beny
; Dinamika Bangsa University
; Yani, Herti
; Satya Wacana Christian University
; Yupu, Gangga Ramadhan Putra
; Dinamika Bangsa University
Telematika
Vol 19
, No 1
(2026)
Heart failure remains a major global health challenge, and early prediction is essential for improving patient outcomes. This study evaluates three ensemble learning methods, namely Random Forest, AdaBoost, and XGBoost, using the Heart Failure Prediction dataset containing 918 patient records from Kaggle. A quantitative experimental design was applied, including preprocessing with KNN imputation, model development, and evaluation using 10-Fold Cross Validation. Performance was assessed through a...
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The Influence of Product Quality on Customer Satisfaction in Conventional Clothing Markets: A Case Study of Economic Geography in Bedoro Village, Sambungmacan
Journal of Geography Science and Education
Vol 7
, No 2
(2026)
In the current era of globalization, development and competition in the business world are increasingly fierce. One business that has very tight competition is the convection business. A convection business is a business that produces clothing in large quantities, according to consumer demand. This research aims to find out how product quality influences the KDC Konveksi company. Product quality greatly influences customer satisfaction. The progress of a company is influenced by the presence of...
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Penguatan Profesionalisme Layanan Massage dan Refleksi Panggilan melalui Pelatihan Standarisasi Berbasis Etika dan Kenyamanan Konsumen
Jurnal Pengabdian Kepada Masyarakat
Vol 3
, No 1
(2026)
This Community Service activity aims to strengthen the professionalism of mobile massage and reflexology services through service standardization training based on ethics and consumer comfort. The activity was conducted at the PGOT Mardi Utomo Social Service Institution in Semarang as part of a social rehabilitation program to enhance the skills and work readiness of the beneficiaries. The implementation methods included lectures, interactive discussions, and practical demonstrations focusing on...
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Implementasi Pembelajaran Coding Berbasis Scratch Sebagai Upaya Inovasi Pembelajaran Informatika di SMP Al Islam
Jurnal Pengabdian Kepada Masyarakat
Vol 3
, No 1
(2026)
The development of digital technology forces educational institutions to implement informatics learning that focuses not only on the use of tools, but also on improving computational thinking and problem-solving skills. However, informatics learning in junior high schools still faces problems, such as limitations in interactive learning materials and low student enthusiasm for programming lessons. This community service activity aims to implement coding learning using Scratch as part of an innov...
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Perancangan Tempat Wudhu Ergonomis untuk Meningkatkan Fasilitas Keagamaan di SD Negeri 03 Batung
Jurnal Pengabdian Kepada Masyarakat
Vol 3
, No 1
(2026)
This community service activity aims to improve the quality of religious facilities at SD Negeri 03 Batung by designing an ergonomic ablution area. The existing facilities were inadequate, hindering students' comfort and efficiency in performing ablution. The methods used included field surveys, anthropometric measurements, and infrastructure development focused on ergonomic principles. The measurements showed that the optimal height for installing faucets is 79.25 cm, with a distance between fa...
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Workshop Penerapan Teknologi Qrcode pada Aplikasi Elivestock di Bumdes Panji Boma Ciamis
Jurnal Pengabdian Kepada Masyarakat
Vol 3
, No 1
(2026)
Goat farming in Indonesia, especially at the small and medium farmer level, is still largely carried out traditionally. Recording of livestock data related to pedigree, birth, weight and others, has not been done well by some farmers. Good livestock management is important because it has a direct impact on productivity, livestock health, cessation of livestock businesses and the welfare of farmers. Based on these problems, in this community service activity, training was carried out on the use o...
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Climate Change and Flooding: Bibliometric Analysis to Identify Future Research
Allayorov, Davronjon
; Rakhimov, Kudrat
; Umarov, Uchqun
; Atakulov, Dinislam
; Allayorova, Dilbar
; Shaymardonov, Samandar
Forum Geografi
Vol 40
, No 1
(2026)
Among the various hydroclimatic phenomena, floods occupy a special place due to their environmental and socio-economic impact. However, identifying the main focus of research related to climate change and floods requires the examination of a large number of publications. This article presents a bibliometric analysis of publications on climate change and floods from the Web of Science database during the period 2015 to 2024. The analysis indicates that climate change-induced flood research is a r...
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Pemetaan Tipologi Pengelolaan Sampah Secara Partisipatif di RW 05 Kelurahan Lebak Siliwangi Kota Bandung
Dewi, Rahma
; Akliyah, Lely Syiddatul
; Fatmadewi, Rose
; Hindersah, Hilwati
; Nafis’aly, Muhammad Zharfan
; Raihan, Ananda Muhammad
; Kurniawan, Sophi Ayni Putri
Abdi Geomedisains
Vol 6
, No 2
(2026)
Community awareness regarding waste sorting and processing in RW 05, Lebak Siliwangi Subdistrict remains relatively low. This condition is primarily attributed to a top-down management approach and limited citizen involvement in planning and implementation processes. To foster active participation, a participatory and context-sensitive approach is essential. This activity aims to map the potential and challenges of waste management and facilitate the development of citizen-based programs. The me...
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Comparative Analysis of FIFO and LRU Memory Management Algorithms Using CPU-OS Simulator v7.5.50: Kajian Komparatif terhadap Algoritma Manajemen Memori FIFO dan LRU Menggunakan CPU-OS Simulator v7.5.50
RADIANT: Journal of Applied, Social, and Education Studies
Vol 7
, No 1
(2026)
Efficient memory management is a critical aspect of operating system performance, as poor management can lead to high page fault rates, increased execution time, and reduced CPU utilization. This study examines the performance comparison of two widely used memory management strategies, First-In-First-Out (FIFO) and Least Recently Used (LRU), using simulations conducted through the CPU-OS Simulator v7.5.50. The objective is to observe differences in page fault rate, execution time, and CPU effici...
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Tingkat Kemampuan Roll Depan Pada Siswa Kelas IV Sekolah Dasar Negeri 024 Samarinda Utara
Jendela Olahraga
Vol 11
, No 01
(2026)
Senam lantai merupakan salah satu materi penting dalam pembelajaran Pendidikan Jasmani, Olahraga, dan Kesehatan (PJOK) di sekolah dasar karena berperan dalam mengembangkan keterampilan gerak dasar siswa. Salah satu gerakan dasar senam lantai adalah rol depan yang menuntut koordinasi, keseimbangan, dan kontrol tubuh yang baik. Penelitian ini bertujuan untuk mengetahui tingkat kemampuan rol depan pada siswa kelas IV Sekolah Dasar Negeri 024 Samarinda Utara. Penelitian menggunakan pendekatan deskri...
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