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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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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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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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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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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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