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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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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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Effectiveness of STEAM Differentiated Learning in Physics Learning of Measurement Concepts to Embody the Pancasila Student Profile Dimensions of Critical Reasoning
Jurnal Penelitian Pembelajaran Fisika
Vol 16
, No 1
(2025)
This study aims to evaluate the effectiveness of differentiated STEAM learning in physics learning that focuses on the measurement aspect. The application of this learning model is directed to realize the Pancasila profile of students in the critical reasoning dimension. The research method used was a quasi-experimental with a pretest-posttest control group design, namely the experimental class was given an intervention with a differentiated STEAM approach, while the control class was given conv...
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Optimalisasi Keuntungan Produksi Makanan Olahan Mie Mengunakan Metode Simpleks
Palahudin, Palahudin
; Aura Ginta Setia
; Siti Nadya Safira
; Safira Seftiyani
; Muhamad Nauval Ardani
; Muhammad Fiqih
Profit: Jurnal Manajemen, Bisnis dan Akuntansi
Vol 4
, No 1
(2025)
As competition in the processed food industry becomes increasingly fierce, it is important for producers to determine the optimal production combination to maximize profits. This study aims to determine whether the products produced can provide maximum profit from noodle sales and to determine what variables inhibit the optimum value in the noodle processed product business so that mathematical modeling can be made using the simplex method linear program. Processed noodle products are businesses...
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PERTUMBUHAN TANAMAN BAYAM BRAZIL (Althernanthera sisso hort) YANG DIPUPUK MENGGUNAKAN PUPUK ORGANIK CAIR BERBASIS SLURRY REAKTOR BIOGAS
Mediagro: journal of agricultural sciences
Vol 20
, No 3
(2025)
Organic fertilizers have begun to be widely used in agriculture as an effort to restore soil productivity. One example of organic fertilizer is liquid organic fertilizer which has been widely applied to support the growth of cultivated plants because of the abundance of sources and benefits. Slurry-based liquid organic fertilizers, especially from human waste, have not been widely used as research. The main raw material of this fertilizer is human waste bio-slurry and the plant that is tested is...
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Optimizing Image Preprocessing for AI-Driven Cervical Cancer Diagnosis
Chandra Prasetyo Utomo
; Neng Suhaeni
; Nashuha Insani
; Elan Suherlan
; Nunung Ainur Rahmah
; Ahmad Rusdan Utomo
; Indra Kusuma
; Muhamad Fathurachman
; Dewa Nyoman Murti Adyaksa
Advance Sustainable Science, Engineering and Technology (ASSET)
Vol 7
, No 1
(2025)
Cervical cancer ranks among the top causes of cancer-related deaths in women globally. Early detection is vital for improving patient survival rates. The multiclass classification of cervical cell images presents challenges primarily due to the notable variations in cell sizes across different classes. Conventional AI methods for diagnosing cervical cancer often rely on image-resizing techniques that overlook crucial features like relative cell dimensions, which impairs the models' ability to di...
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PERANCANGAN IKLAN KOMERSIAL PADA FESTIVAL LOENPIA JAZZ 2023 DALAM UPAYA MENCAPAI TARGET PENGUNJUNG
Citrakara
Vol 6
, No 3
(2024)
Loenpia Jazz 2023 adalah festival musik jazz tahunan yang diadakan di Kota Semarang yang pelaksanaanya pada tahun 2022 tidak mampu mencapai target pengunjung, sehingga membutuhkan iklan komersial. Metode pengumpulan data menggunakan metode kualitatif dan metode perancangan yang digunakan menggunakan Robin Landa, selain itu analisis yang digunakan adalah Analisis SOAR. Berdasarkan hasil analisis dan media promosi yang dipilih, perancangan iklan komersial ini menggunakan gaya visualisasi Vintage M...
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MANAJEMEN KREATIVITAS UNTUK GURU PENDIDIKAN AGAMA ISLAM DALAM PENERAPAN PAIKEM (PEMBELAJARAN, AKTIF, INOVATIF, KREATIF DAN MENYENANGKAN) DI KELAS IX SEKOLAH MENENGAH PERTAMA NEGERI 3 KEC BATANG ASAM KAB TANJUNG JABUNG BARAT
EBISNIS : JURNAL ILMIAH EKONOMI DAN BISNIS
Vol 17
, No 2
(2024)
Education is the key to all quality progress and development, because with education humans can realize all their potential both as individuals and as citizens of society. The low quality of the teaching and learning process and outcomes indicates that the interaction between students and learning resources, such as teachers and the environment, is not effective so that the learning outcomes achieved are not optimal, resulting in low educational quality. Education is a process for someone to gai...
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3 Sitasi
Impact of Employee Placement, Motivation, and Career Development on Performance and Productivity at Bank XYZ Using PLS-SEM
Advance Sustainable Science, Engineering and Technology (ASSET)
Vol 7
, No 1
(2024)
The role of employees is crucial in achieving the company's goals, as employees perform various activities from input to output in customer service. The purpose of this research is to determine the influence of employee placement, motivation, and career development variables on employee performance and employee productivity at Bank XYZ. This research employs the PLS-SEM method implemented using the statistical software SmartPLS. The results of this study show that the employee placement variable...
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3 Sitasi
Strategi Coping Orang Dengan Hiv/Aids Dalam Menghadapi Stigma Masyarakat Di Wilayah Jakarta Timur Case Study Yayasan Tegak Tegar
JURNAL PENDIDIKAN
Vol 33
, No 3
(2024)
Stigma terhadap ODHA masih menjadi hambatan utama karena menimbulkan ketakutan dan membuat masyarakat tidak mau untuk melakukan tes HIV/AIDS, rasa malu untuk memulai pengobatan, dan tidak mau untuk menerima pendidikan tentang HIV/AIDS. Tujuan dari penelitian ini untuk mengetahui bentuk stigma dan strategi coping orang dengan HIV/AIDS dalam menghadapi stigma masyarakat di wilayah Jakarta Timur case study Yayasan Tegak Tegar. Penelitian ini menggunakan pendekatan kualitatif dengan menggunakan stud...
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