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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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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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Hydraulic Simulation of Changes in the Design of the Jragung Dam Extraction Building, Semarang Regency
Media Komunikasi Dunia Ilmu Sipil
Vol 6
, No 2
(2025)
In a pipe network system, the design of the intake building plays an important role in determining the efficiency of water flow and distribution. Suboptimal designs can cause significant Pressure Losses, uneven flow distribution, and potential damage to infrastructure. This research aims to simulate and analyze the effect of design changes in the Jragung Dam intake building in Semarang Regency on its hydraulic performance. The Jragung Dam is one of the important infrastructures that supports wat...
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Pemeliharaan Tanaman Obat Keluarga (TOGA) dalam Upaya Meningkatkan Kesehatan Masyarakat di Desa Mata Wawatu
Ardinawati Ardinawati
; Asnita Sari
; Dwi Febriani
; Evitri Anggraeni
; Fadilla Aulia Savana
; La Ode Rifaldy Rizqi Ramadan.M
; Miftahul Hasanah
; Mila Angraeni
; Muhammad Arifin
; Rifdah Molidah
; Rizda Sandiva Saputri
; Rossa Aprilia Wulan As’ad
; Wa Ode Yanti
; Zahra Nuril Anwar
; Zahratul Jannah
; Devi Savitri Effendy
; Ramadhan Tosepu
; Nurmaladewi Nurmaladewi
; Suhadi Suhadi
Karunia: Jurnal Hasil Pengabdian Masyarakat Indonesia
Vol 4
, No 1
(2025)
This article discusses the maintenance of Family Medicinal Plants (TOGA) in Mata Wawatu Village as an effort to improve public health. The aim of this program is to provide information to the public regarding the benefits and cultivation techniques of medicinal plants. The methods employed include qualitative research with a descriptive approach, encompassing observations, interviews, and documentation collection. The findings of this study indicate that this initiative has successfully enhanced...
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Analisis Variabel Kemiskinan di Indonesia dengan Model Linear Regresi dan Algoritma K-Means pada Tahun 2020-2023
Profit: Jurnal Manajemen, Bisnis dan Akuntansi
Vol 4
, No 2
(2025)
Poverty is one of the global issues faced by many developing countries, including Indonesia. This study aims to analyze the factors influencing poverty in Indonesia and to map provinces based on their poverty levels. The data used in this study is panel data from 34 provinces in Indonesia for the period 2020–2023, sourced from the Central Bureau of Statistics. The analytical method employed is multiple linear regression using panel data to determine the impact of gross regional domestic product...
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Pengaruh Kompetensi, Motivasi dan Disiplin Kerja Terhadap Kinerja Pegawai pada Dinas Penanaman Modal dan Pelayanan Terpadu Satu Pintu Kabupaten Ciamis
Profit: Jurnal Manajemen, Bisnis dan Akuntansi
Vol 4
, No 2
(2025)
This thesis is entitled THE EFFECT OF COMPETENCY, MOTIVATION AND WORK DISCIPLINE ON THE PERFORMANCE OF EMPLOYEES OF THE INVESTMENT AND ONE-DOOR INTEGRATED SERVICE OFFICE OF CIAMIS REGENCY. The purpose of this study was to determine the Effect of Competence, Motivation and Work Discipline on the Performance of Employees of the Investment and One-Stop Integrated Service Office of Ciamis Regency. In this study, the author used a quantitative research method, including subject selection, data collec...
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Tingkat Aktivitas Fisik Pendaki Gunung Panderman Buthak Kota Batu
Populer: Jurnal Penelitian Mahasiswa
Vol 4
, No 1
(2025)
Penelitian ini bertujuan untuk mengetahui tingkat aktivitas fisik pendaki Gunung Panderman Buthak Kota Batu. Penelitian ini termasuk penelitian deskriptif dengan pendekatan kuantitatif. Subjek dari penelitian ini adalah pendaki Gunung Panderman Buthak Kota Batu dengan total sampel 122 yang mencakup 88 pendaki laki-laki dan 34 pendaki perempuan dengan rentan usia 18 sampai 30 tahun. Instrumen pada penelitan ini berupa kuisioner terstruktur dari World Health Organization yaitu Global Physical Acti...
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Peningkatan Kesadaran Masyarakat dalam Pencegahan Penyebaran Virus Pasca Pandemi melalui Pembuatan dan Pemanfaatan Alat Cuci Tangan Portabel di Kecamatan Colomadu
Jurnal Suara Pengabdian 45
Vol 4
, No 1
(2025)
Pandemi COVID-19 telah mengubah perilaku masyarakat dalam menjaga kebersihan, terutama dalam kebiasaan mencuci tangan. Namun, setelah pandemi berakhir, kebiasaan ini mulai berkurang, ditambah dengan terbatasnya sarana cuci tangan yang tersedia. Di Kecamatan Colomadu, masih ditemukan rendahnya kesadaran masyarakat dalam menjaga kebersihan tangan. Untuk mengatasi hal tersebut, tim pengabdian masyarakat menginisiasi penyediaan alat cuci tangan portabel di beberapa fasilitas umum sebagai upaya untuk...
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