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Optimization of the XG-Boost Algorithm for Predicting Stroke Patient Care Outcomes
Lestari, Puji
; Universitas Amikom Purwokerto
; Tahyudin, Imam
; (Scopus ID: 56764427700, Universitas Amikom Purwokerto)
; Tikaningsih, Ades
; Universitas Amikom Purwokerto
; Nurhopipah, Ade
; Universitas Amikom Purwokerto
Telematika
Vol 18
, No 1
(2025)
Stroke is a critical health issue in Indonesia, contributing to high mortality rates. At Banyumas District Hospital, stroke is the fourth most common condition, presenting significant challenges in both clinical care and financial management. The purpose of this study is to enhance the quality of services and optimize treatment costs for stroke patients by developing a predictive model using the XGBoost algorithm. This study employs the XGBoost algorithm to develop predictive models, which are t...
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Comparative Analysis of Distance Metrics in KNN and SMOTE Algorithms for Software Defect Prediction
Maulidha, Khusnul Rahmi
; Lambung Mangkurat University
; Faisal, Mohammad Reza
; Lambung Mangkurat University
; Saputro, Setyo Wahyu
; Lambung Mangkurat University
; Abadi, Friska
; Lambung Mangkurat University
; Nugrahadi, Dodon Turianto
; Lambung Mangkurat University
; Adi, Puput Dani Prasetyo
; National Research and Innovation Agency (Badan Riset dan Inovasi Nasional)
; Hariyady, Hariyady
; Universiti Malaysia Sabah
Telematika
Vol 18
, No 1
(2025)
As the complexity and scale of projects increase, new challenges arise related to handling software defects. One solution uses machine learning-based software defect prediction techniques, such as the K-Nearest Neighbors (KNN) algorithm. However, KNN’s performance can be hindered by the majority vote mechanism and the distance/similarity metric choice, especially when applied to imbalanced datasets. This research compares the effectiveness of Euclidean, Hamming, Cosine, and Canberra distance met...
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Pengaruh Digital Marketing, Kualitas Produk dan Harga terhadap Keputusan Pembelian : (Studi pada Pengguna Yamaha Nmax Turbo di Dealer Yamaha Mustika Motor Tangerang Selatan)
Wawasan : Jurnal Ilmu Manajemen, Ekonomi dan Kewirausahan
Vol 3
, No 2
(2025)
This research aims to test and analyze Digital Marketing, Product Quality and Price on Yamaha Mustika Motor Purchase Decisions in South Tangerang. This type of research is quantitative. The population in this study is unknown. The sample used in this research was 97 respondents, using the accidental sampling method and using the lemeshow formula. In this research, the data was analyzed using the SPSS version 22 program and Microsoft Excel 2021. The research results show that in digital marketing...
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Early Childhood Science Literacy Through Project Learning Using Loose Parts
Paudia
Vol 14
, No 1
(2025)
Science literacy in early childhood is essential for building scientific understanding and skills that will continue throughout life. This article discusses the use of project learning utilizing loose part media as an effective method to improve children's science literacy. Loose parts, which include a variety of natural and artificial materials that are flexible in their use, provide opportunities for children to be creative and explore science concepts directly. This study uses the Action Rese...
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Optimalisasi Visualisasi Produk Dapur 80 melalui Katalog Menu, Sticker dan Neon Box
Nur Rofiddatul Rofikoh
; Dwi Ratna Pranatawati
; Sekar Apriliana Kusumawati
; Septa Fiqri Rizmawan
; Dimas Setyanto
; Ambar Istiyani
Karunia: Jurnal Hasil Pengabdian Masyarakat Indonesia
Vol 4
, No 1
(2025)
The purpose of this community service activity is to enhance the innovation and product visualization of the Micro, Small, and Medium Enterprise (MSME) Dapur 80 to increase consumer awareness and familiarity with its products. Through observations and interviews, several challenges were identified, including Dapur 80 lacked a consistent visual identity, used simple product packaging, had an unorganized menu, and did not have an appealing business location marker. To address these issues, the act...
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EFFECTS OF GOAT FECES COMPOST RESIDUE AND SHALLOT ZPT ON THE GROWTH OF SHALLOT (Allium Fistulosum L.)
Agrisaintifika : Jurnal Ilmu - Ilmu Pertanian
Vol 9
, No 1
(2025)
This study aims to determine the effect of goat feces compost residue and plant growth regulators (PGR) on the growth and yield of spring onions (Allium fistulosum L.) in dry land. The study was conducted in February-April 2023 at the Dry Land Study Center, Timor University and the Laboratory of the Faculty of Agriculture, Timor University, North Central Timor Regency, East Nusa Tenggara. The study used a factorial randomized block design with two factors: first, residues of various doses of goa...
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Analysis of the Influence of Family Support and Medical Personnel, Medical Personnel Competence on Childbirth Planning Decisions with Patient Experience at the Obstetrics Polyclinic as an Intervening Variable at Mayapada Hospital Kuningan
Jurnal Ventilator: Jurnal riset ilmu kesehatan dan Keperawatan
Vol 3
, No 1
(2025)
The background of this research is relevant to evaluate and improve services in Mayapada Hospital Kuningan , especially in the obstetrics polyclinic. By understanding the relationship between family support and medical personnel, medical personnel competence, patient experience to the obstetrics polyclinic as an intervening variable, and the decision of the birth plan. In addition, there is also a need to evaluate the factors that influence the decision of the birth plan. The purpose of the stud...
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Efek Kava (Piper Methysticum) Sebagai Anestesi
Jurnal Ventilator: Jurnal riset ilmu kesehatan dan Keperawatan
Vol 3
, No 1
(2025)
Kava (Piper Methysticum) is a plant traditionally used in the South Pacific for its sedative and anxiolytic effects. Its active compounds, kavalactones, are known to have potential as natural anesthetics, with a mechanism of action similar to benzodiazepines and general anesthetics. This study aims to evaluate the effectiveness of Kava as an anesthetic through a systematic literature review and meta-analysis. Literature searches were conducted in PubMed, Scopus, and Cochrane Library using releva...
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Budget Efficiency in the Construction of the Haya Bohol Mosque, Rongkop, Gunungkidul
Media Komunikasi Dunia Ilmu Sipil
Vol 6
, No 2
(2025)
The construction of Masjid Haya was carried out to complement public facilities in Kalurahan Bohol, Rongkop, Gunungkidul. The construction was carried out through mutual cooperation. In the context of public buildings, collaboration and community cooperation become determining factors for the success of the project. Community participation and effective management are two mutually supportive factors in the effort to build high-quality and sustainable public facilities. This research aims to dete...
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Pelatihan Bantuan Hidup Dasar Petugas Tata Kelola dan Pemuda Gereja Paroki Santo Fransiskus Asisi Tebet
Karunia: Jurnal Hasil Pengabdian Masyarakat Indonesia
Vol 4
, No 1
(2025)
Sudden cardiac arrest is a condition that occurs quite frequently. This sudden cessation of heart function is caused by the loss of electrical activity in the heart, which results in the cessation of blood circulation throughout the body. Quick and proper handling of this condition can reduce the mortality rate due to cardiac arrest. Therefore, Basic Life Support (BLS) training needs to be conducted to educate the general public. The BLS training conducted for the management officers and youth o...
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