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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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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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PENGARUH TERAPI RELAKSASI BENSON TERHADAP TINGKAT KECEMASAN PASIEN IGD DI RSU DIPONEGORO DUA SATU KLATEN
Jurnal Ilmiah Sains dan Teknologi
Vol 7
, No 01
(2025)
Frekuensi pasien yang mengunjungi IGD semakin meningkat setiap tahunnya. Pasien yang memasuki ruang gawat darurat beresiko mengalami kecemasan. Hal ini disebabkan beberapa faktor seperti jenis kelamin, usia, tingkat pendidikan tertinggi, cara pembayaran, jenis penyakit (akut/kronis), dukungan keluarga, kategori triage, dan waktu tunggu. Dampak kecemasan dapat berdampak negatif terhadap keadaan fisik dan psikologis pasien di IGD. Terapi relaksasi Benson telah terbukti dalam beberapa pene...
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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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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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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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