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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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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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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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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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EFFECTIVENESS TEST OF BETEL LEAF FLOUR EXTRACT (Piper betle L.) ON LARVAE OF Helicoverpa armigera Hubner
Agrisaintifika : Jurnal Ilmu - Ilmu Pertanian
Vol 9
, No 1
(2025)
Helicoverpa armigera is a major pest of maize crops and the losses caused by this pest are quite significant. Betel leaf is a part of plant that potential as botanical insecticide. The research aimed to examine several concentrations of betel leaf flour extract to control H. armigera. The research was conducted in Laboratory of Plant Pest, Faculty of Agriculture, Riau University from March to May 2023. Completely randomized design that consisted five treatments and four replicates was used as in...
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PENDAMPINGAN PENGELOLAAN WISATA SUNGAI GELAR JEMBRANA DENGAN PENERAPAN TEKNOLOGI AUGMENTED REALITY UNTUK MENINGKATKAN KUNJUNGAN WISATAWAN
Inovasi Teknologi Informasi Dan Komputer Untuk Masyarakat
Vol 5
, No 1
(2025)
One of the tourist attractions on the island of Bali is the Gelar River tourist site, located in Palunganbatu Hamlet, Batuagung Village, Jembrana District, Jembrana Regency, Bali Province. The Gelar River tourist site in Jembrana Regency or the West Bali region is not yet well-known among domestic and international tourists. However, it is quite popular among local tourists as it offers beautiful and captivating river scenery, making it an attractive place to visit. In this digital era, the use...
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PELATIHAN DAN PENDAMPINGAN PENGGUNAAN PEAR DECK UNTUK PENYUSUNAN MEDIA PEMBELAJARAN INTERAKTIF BAGI TENAGA EDUKATIF DI KECAMATAN TUALANG SIAK
Holiwarni, Betty
; Copriady, Jimmi
; Rery, Usman
; Albeta, Sri Wilda
; Wulandari, Putri Adita
; Putri, Tiara Swastika
Inovasi Teknologi Informasi Dan Komputer Untuk Masyarakat
Vol 5
, No 1
(2025)
Penggunaan teknologi dalam pembuatan media pembelajaran penting untuk meningkatkan efektivitas dan keterlibatan siswa. Kegiatan pengabdian masyarakat ini bertujuan melatih guru di Kecamatan Tualang, Kabupaten Siak, dalam menyusun perangkat pembelajaran berbasis Pear Deck. Pelatihan dilaksanakan pada 20 Oktober 2023, diikuti oleh 17 guru dari berbagai jenjang pendidikan. Metode pelatihan meliputi penyampaian materi, demonstrasi penggunaan aplikasi, pendampingan praktik langsung, dan evaluas...
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