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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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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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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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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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Transmisi Intergenerasi Trauma Perang di Keluarga Palestina : Analisis Sistematis pada Tiga Generasi (1948-2024)
Jurnal Ventilator: Jurnal riset ilmu kesehatan dan Keperawatan
Vol 3
, No 1
(2025)
This study analyzes the intergenerational transmission of war trauma across three generations of Palestinian families through a systematic meta-analysis of 47 longitudinal studies (1948–2024), comprising 12,873 participants. The findings confirm a PTSD prevalence rate of 73.4% in the first generation (n=4,291), 61.2% in the second generation (n=4,582), and 48.7% in the third generation (n=4,000). Furthermore, hierarchical regression analysis reveals a significant correlation between the severity...
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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 Kerjasama Tim dan Komunikasi Terhadap Kinerja Karyawan PT Buana Armada Jaya
Wawasan : Jurnal Ilmu Manajemen, Ekonomi dan Kewirausahan
Vol 3
, No 2
(2025)
.This research discusses the Influence of Teamwork and Communication on Employee Performance. This research discusses Teamwork and Communication on employee performance at PT Buana Armada Jaya. The research aims to explain the influence of teamwork and communication on employee performance at PT Buana Armada Jaya. The sample for this research is employees who work at PT Buana Armada Jaya, numbering 40 employees. The analysis techniques used are validity tests, reliability tests, classical assump...
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EDUKASI KESEHATAN JIWA PONDOK PESANTREN MELALUI PENDEKATAN MANAJEMEN STRES
Alfianto, Ahmad
; Illahi Adi Putra, M.Arizki
; Ayu Novi ambarwati, Arista Ayu
; Azriel Hadianto, Jefri
JURNAL KEPERAWATAN SISTHANA
Vol 10
, No 1
(2025)
This study emphasizes the importance of mental health among students in Islamic boarding schools (pondok pesantren), who often face various academic and social pressures. According to the World Health Organization (WHO), mental health is defined as a state in which individuals feel happy and healthy, are capable of facing life's challenges, and maintain a positive attitude towards themselves and others. The objective of this research is to evaluate the effectiveness of stress management-based ed...
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Feature Fusion with Albumentation for Enhancing Monkeypox Detection Using Deep Learning Models
Pratama, Nizar Rafi
; Setiadi, De Rosal Ignatius Moses
; Harkespan, Imanuel
; Ojugo, Arnold Adimabua
Journal of Computing Theories and Applications
Vol 2
, No 3
(2025)
Monkeypox is a zoonotic disease caused by Orthopoxvirus, presenting clinical challenges due to its visual similarity to other dermatological conditions. Early and accurate detection is crucial to prevent further transmission, yet conventional diagnostic methods are often resource-intensive and time-consuming. This study proposes a deep learning-based classification model by integrating Xception and InceptionV3 using feature fusion to enhance performance in classifying Monkeypox skin lesions. Giv...
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15 Sitasi
Strategi Pengelolaan Risiko dalam Bongkar Muat Curah di PT. Gelora Perkasa Belawan
Wawasan : Jurnal Ilmu Manajemen, Ekonomi dan Kewirausahan
Vol 3
, No 2
(2025)
The dry bulk loading and unloading process at the port presents various challenges and significant risks, ranging from work safety to operational efficiency. This study aims to identify, analyze, and formulate risk management strategies in dry bulk loading and unloading activities to minimize potential losses and improve port operational performance. The methods used in this study include a qualitative approach through interviews and risk analysis as well as library studies. The results of the s...
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