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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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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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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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Edukasi Perkuatan Tanah Menggunakan Bronjong Batu
Karunia: Jurnal Hasil Pengabdian Masyarakat Indonesia
Vol 4
, No 1
(2025)
The community service report regarding education on soil reinforcement using stone gabions in Walantaka District, Kalodran Village, Serang City, aims to increase public understanding of soil reinforcement, educate on techniques for making and installing stone gabions, and encourage community participation in protecting the environment. This activity includes outreach, training and field practice that actively involves the community. The results of this activity show an increase in community know...
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ARABIKA COFFEE MARKETING STRATEGY SARA ATE MULTI-BUSINESS COOPERATION (KSU) IN ACEH TENGAH REGENCY
Agrisaintifika : Jurnal Ilmu - Ilmu Pertanian
Vol 9
, No 1
(2025)
Sara Ate Multipurpose Cooperative (KSU), established in 2013 in Aceh Tengah Regency, has the main objective of prospering its members through family principles. The cooperative is engaged in trading Gayo Arabica coffee, both in the domestic and international markets. With the number of members increasing to 1,200 and the plantation area reaching 1,300 hectares by 2024, KSU Sara Ate continues to focus on exporting premium quality green beans. In addition to providing economic benefits, the cooper...
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CHARACTERISTICS OF SLIP POWER, ANTIOXIDANT POTENTIAL, AND ORGANOLEPTIC PROPERTIES OF PINEAPPLE JAM WITH THE ADDITION OF PECTIN AND AGAR-AGAR THICKENERS
Nadhilah, Dini
; Rochmah, Alfi Nur
; Abdi, Yenny Febriana Ramadhan
; Riski, Prajwalita Rukmakharisma
; Suleman, Dininurilmi Putri
; Zulfa, Fitriyah
; Aprilia, Intan Dwi
; Aprilia, Wulan
Agrisaintifika : Jurnal Ilmu - Ilmu Pertanian
Vol 9
, No 1
(2025)
Pineapple jam is a processed fruit product that is popular among various groups of people because of its distinctive sweet and sour taste and chewy texture. The process of making pineapple jam involves several important stages, starting from selecting and preparing the raw materials, namely ripe pineapples. After that, the pineapple is grated or crushed, then cooked with sugar and other additional ingredients such as pectin, citric acid and preservatives. The cooking process is carried out by he...
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CHEMICAL AND SENSORY QUALITY CHARACTERISTICS OF CHICKEN NUGGET PRODUCTS SUBSTITUTED WITH MOCAF FLOUR (MODIFIED CASSAVA FLOUR): KARAKTERISTIK MUTU KIMIA DAN SENSORIS PRODUK NUGGET AYAM SUBTITUSI TEPUNG MOCAF (MODIFIED CASSAVA FLOUR)
Abdi, Yenny Febriana Ramadhan
; Rochmah, Alfi Nur
; Nurfadila, Irma Dwi
; Faiz, Muhammad Nurul
; Suleman, Dininurilmi Putri
; Nadhilah, Dini
; Zulfa, Fitriyah
; Riski, Prajwalita Rukmakharisma
Agrisaintifika : Jurnal Ilmu - Ilmu Pertanian
Vol 9
, No 1
(2025)
Diversification of processed chicken meat is a strategic step in utilizing its nutritional content and extending its shelf life. One of the diversifications of processed chicken meat is chicken nuggets. Generally, nuggets use wheat flour and tapioca as filler. The used of wheat flour can potentially cause health problems. In order to reduce dependence on the use of wheat flour, it can be replaced with mocaf flour. The aim of this research is to determine the effect of substituting wheat flour us...
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UTILIZATION OF VARIOUS MEDIA FOR MANUFACTURING ORGANOLEPTIC AND HEDONIC QUALITY OF SALTED EGGS
Agrisaintifika : Jurnal Ilmu - Ilmu Pertanian
Vol 9
, No 1
(2025)
This research aimed to determine the addition of strawberry, orange, mango, and chocolate flavors to the organoleptic and hedonic qualities of salted eggs. The experimental design used in this research was completely randomized, with 4 treatments and 25 repetitions. P1 (added strawberry flavor) P2 (added orange flavor) P3 (added mango flavor) P4 (added chocolate flavor). Data analysis was carried out using the Anova test; if treatment was affected, further testing was carried out using Duncan’s...
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Utilization of Granite Marble Waste as a Coarse Aggregate Substitute and Shell and Egg Shell Waste as a Cement Substitute in Environmentally Friendly Concrete Innovations
Adhi, Bagas Wahyu
; Hidayawan, Ahmad
; Setiyanto, Beni
; Kurniawan, Andri
; Nanda Syahputra, Hanif
; Yoga Prastika, Annisa
; Ridwan Nurrohim, Rio
; Adi Wahyu Nugroho, Satrio
; Mayasari, Sri
Media Komunikasi Dunia Ilmu Sipil
Vol 6
, No 2
(2025)
In the current era of technological development, the need for concrete has increased quite significantly in infrastructure development, because concrete itself is the main component of a structure. Exploitation in extracting materials from nature has resulted in a reduction in green land and problems regarding people's awareness of the waste found around them. So there is a need for ideas or innovations to reduce or even end this problem. The use of alternative aggregates can reduce natural dama...
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