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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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PENGARUH PEMAHAMAN HUKUM TENTANG KESEHATAN ANAK TERHADAP SIKAP PREVENTIF IBU DALAM MENCEGAH STUNTING DI DUSUN NGGARON
Jurnal Ilmiah Kesehatan Ar-Rum
Vol 10
, No 2
(2026)
Stunting merupakan masalah gizi kronis yang berdampak pada pertumbuhan dan perkembangan anak serta kualitas sumber daya manusia di masa depan. Pencegahan stunting tidak hanya memerlukan intervensi gizi, tetapi juga penguatan pemahaman hukum tentang kesehatan anak, mengingat hak anak dan kewajiban orang tua telah dijamin dalam peraturan perundang-undangan. Dusun Nggaron, Kabupaten Semarang, merupakan wilayah dengan capaian nol kasus stunting, sehingga penting untuk mengkaji faktor preventif yang...
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Implementation of APLT Digital Media Literacy to Support Sex Education for Early Childhood
Amalia, Dina
; Pratiwi , Dewi
; Fatimatuzzahroh, Fatimatuzzahroh
; Pratiwi, Dewi
; Fatimatuzzahroh, Fatimatuzzahroh
Paudia
Vol 15
, No 1
(2026)
Sex education in early childhood is a preventive effort to foster children’s understanding of body protection and privacy awareness. This study aimed to develop and examine the feasibility and effectiveness of APLT (Aku Pintar Lindungi Tubuh) digital media as a supporting tool for early childhood sex education. The study employed a Research and Development (R&D) approach using the ADDIE model (analysis, design, development, implementation, and evaluation). The effectiveness of the developed...
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Comparative Analysis of Multiple Linear Regression and Random Forest in Predicting Student Academic Performance
Digital Business Intelligence Journal
Vol 2
, No 1
(2026)
This study aims to compare the performance of Multiple Linear Regression (MLR) and Random Forest Regression (RFR) in predicting student performance based on academic scores. Student performance is defined as the average of math scores, Reading Scores, and writing scores. This study uses a quantitative approach with a comparative design based on predictive modeling. The data used is secondary data from the Student Prediction dataset obtained through the Kaggle platform, which was processed using...
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PENINGKATAN LITERASI AI DAN EFISIENSI ADMINISTRASI GURU MELALUI MODEL POWERPROMPT GURU DI SMAN 1 SUSUKAN
Saefurrohman, Saefurrohman
; Soelistijadi, R
; Santosa, Dwi Budi
; Noor S, Rina Candra
; Sutanto, Felix Andreas
Inovasi Teknologi Informasi Dan Komputer Untuk Masyarakat
Vol 6
, No 1
(2026)
This community service program aims to improve teachers’ skills in utilizing artificial intelligence through prompt engineering at SMAN 1 Susukan, Semarang Regency. The activity was motivated by the high administrative workload and the inconsistent quality of teaching materials in implementing the Merdeka Curriculum. The Powerprompt Guru training emphasized hands-on practice in designing effective prompts using ChatGPT, enabling teachers to produce learning artifacts and school documents more qu...
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PERBAIKAN KOMPUTER DAN PRINTER UNTUK MENINGKATKAN MUTU PELAYANAN SEKOLAH PADA MIS AL-ISLAMIYAH BATU PUTIH DESA ALILA TIMUR KECAMATAN KABOLA, KABUPATEN ALOR-NTT
Karsa, Karolina
; Potmo, Nimrot Ambrosius
; Botau, Merari
; Laure, Junaldi
; Padahana, Melisa Asnat
; Maniyeni, Ishak
; Molina, Jon Idrison
; Selly, Julminggu J.
Inovasi Teknologi Informasi Dan Komputer Untuk Masyarakat
Vol 6
, No 1
(2026)
The development of information technology requires educational institutions to have adequate facilities to support administrative services and learning activities. However, limited technological infrastructure remains a challenge for schools in rural areas, including MIS Al-Islamiyah Batu Putih, Alila Timur Village, Kabola District, Alor Regency. This community service activity aims to improve school service quality through the repair of damaged computers and printers. The implementation method...
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PELATIHAN MICROSOFT EXCEL 2016 DI MIS AL-ISLAMIYAH BATU PUTIH DESA ALILA TIMUR, KABUPATEN ALOR-NTT
Klakik, Karel L.
; Samiun, Isnainin
; Maata, Kornelis
; Kupeilang, Menase
; Rais, Inang Aulia
; Molina, Jon Idrison
; Selly, Julminggu J.
Inovasi Teknologi Informasi Dan Komputer Untuk Masyarakat
Vol 6
, No 1
(2026)
Digital literacy development at the primary education level is essential in response to rapid advances in information technology. One fundamental skill required is data processing using Microsoft Excel 2016. This community service activity aimed to improve the knowledge and skills of students at MIS Al-Islamiyah Batu Putih, Alila Timur Village, Alor Regency–NTT, in using Microsoft Excel 2016. The training employed lecture sessions, demonstrations, hands-on practice, discussions, and evaluations...
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PELATIHAN PENGGUNAAN MICROSOFT WORD PADA SISWA/SISWI DI MIS AL-ISLAMIAH BATU PUTIH, DESA ALILA TIMUR KABUPATEN ALOR, PROVINSI NTT
Lengmani, Isah E
; Ailabui, Maria
; Laaduka, Mikae
; Nenu, Muhammad A.
; Gegung, Kornelius
; Molina, Jon Idrison
; Selly, Julminggu J.
Inovasi Teknologi Informasi Dan Komputer Untuk Masyarakat
Vol 6
, No 1
(2026)
The rapid development of information technology requires elementary school students to possess basic computer and word-processing skills. Microsoft Office Word is widely used in educational and administrative activities; however, initial observations revealed that many students at MIS Al-Islamiah Batu Putih lacked basic knowledge of this application. This community service activity aimed to improve students’ digital literacy and skills in using Microsoft Office Word 2016 through a structured tra...
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