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Classification of Imbalanced Data Using Random Forest Algorithm with SMOTE and SMOTE-ENN (Case Study on Stunting Data
Jurnal Riset Sistem dan Teknologi Informasi
Vol 3
, No 2
(2025)
The random forest algorithm is one of the widely used machine learning classification methods because it has the advantage of reducing the risk of overfitting while improving general prediction performance. However, for data with unbalanced classes, this algorithm lacks to achieve its best performance, particularly in predicting data in the minority class. As a result, this article proposes two resampling approaches to balance the data: the Synthetic Minority Oversampling Technique (SMOTE) and t...
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Decision Support System for Motorcycle Selection for Students Using the Simple Additive Weighting (SAW) Method
Jurnal Riset Sistem dan Teknologi Informasi
Vol 3
, No 2
(2025)
Researchers conducted a selection process for motorcycles that align with the needs and financial conditions of students, as this process is often quite complex. This complexity arises from the wide range of options and the numerous criteria that must be considered, such as price, fuel efficiency, engine capacity, comfort level, and design aesthetics. The objective of this study is to design a Decision Support System (DSS) by implementing the Simple Additive Weighting (SAW) method to assist stud...
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Hasil Microgreen Sawi Sendok pada Media Tanam Rockwool Menggunakan Pupuk ABmix, Pupuk Organik Cair Nasa dan Pupuk Pemacu Tumbuh Hormonik
Sarijan, Abdullah
; Djaja, Irba
; Dwi AS, Kurniawan
; Majid, M Asvad B
; Farahningtyas, Diva Aulia
; Syari, Halana
; Ramadhani, Fitri
; Anjani, Sri
; Ekowati, Nurhening Y
Mediagro: journal of agricultural sciences
Vol 21
, No 2
(2025)
Microgreens are nutrient-rich vegetables with a very short harvest life. Compared to mature vegetables, microgreens have a higher nutritional content. Besides that, microgreens are generally free from chemical pesticide contamination and are considered a very healthy food ingredient. This research aims to determine how fertilization influences the growth and yield of spoon mustard microgreens grown using rockwool media. The study was carried out at the Agrotechnology Laboratory at Universitas Mu...
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THE INFLUENCE OF CAPITAL STRUCTURE, COMPANY SIZE, AND ASSET GROWTH ON FINANCIAL PERFORMANCE IN STATE-OWNED ENTERPRISES (SOES)
Stability: Journal of Management and Business
Vol 8
, No 1
(2025)
This study aims to examine whether capital structure, firm size, and asset growth influence financial performance in state-owned enterprises (SOEs). The population in this study consists of companies listed as SOEs. The sample size includes 34 respondents, selected using the purposive sampling method. The research employs a quantitative approach, utilizing secondary data sources. Data analysis is conducted using multiple linear regression analysis with SPSS version 26. The results indicate that...
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THE MEDIATING ROLE OF INNOVATION IN THE RELATIONSHIP BETWEEN INTELLECTUAL CAPITAL AND ORGANIZATIONAL PERFORMANCE: AN EMPIRICAL STUDY ON REGIONAL PUBLIC SERVICE AGENCIES
Stability: Journal of Management and Business
Vol 8
, No 1
(2025)
This study investigates the influence of intellectual capital (IC) on the performance of Public Service Agencies (Badan Layanan Umum Daerah - BLUD) in the Special Region of Yogyakarta, with innovation acting as a mediating variable. A quantitative approach was employed, utilizing Partial Least Squares Structural Equation Modeling (PLS-SEM) on data collected from BLUDs in the specified region. The findings indicate that IC has a positive and significant effect on both BLUD performance and innovat...
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PENGARUH SIMULASI BENCANA ERUPSI GUNUNG BERAPI TERHADAP KETERAMPILAN RESUSITASI JANTUNG PARU SISWA SMA NEGERI 1 CANGKRINGAN
Jurnal Fisioterapi dan Ilmu Kesehatan Sisthana (JUFDIKES)
Vol 7
, No 2
(2025)
Provinsi Daerah Istimewa Yogyakarta merupakan wilayah dengan indeks risiko bencana sedang (119, 56) tahun 2022. Erupsi gunung berapi dapat menimbulkan kerusakan fisik dan korban jiwa yang tinggi, terutama jika penanganan darurat tidak dilakukan dengan cepat dan tepat. Salah satu keterampilan penting dalam situasi darurat adalah Resusitasi Jantung Paru (RJP), yang dapat menyelamatkan nyawa korban henti jantung sebelum bantuan medis tiba. Tujuan penelitian ini untuk mengkaji pengaruh simulasi benc...
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HUBUNGAN PERSENTASE SEVOFLURANE TERHADAP LAMA PULIH SADAR PASIEN GENERAL ANESTESI DI RSU PKU MUHAMMADIYAH BANTUL
Jurnal Fisioterapi dan Ilmu Kesehatan Sisthana (JUFDIKES)
Vol 7
, No 2
(2025)
Pemulihan kesadaran setelah general anestesi merupakan fase kritis yang dipengaruhi oleh berbagai faktor, salah satunya adalah penggunaan sevoflurane sebagai agen anestesi inhalasi. Waktu pulih sadar yang terlalu lama dapat berisiko menimbulkan komplikasi pascaoperasi dan memperpanjang waktu perawatan di ruang pemulihan. Variasi dalam penggunaan volume persentase sevoflurane dapat memengaruhi waktu pulih sadar pasien. Penelitian ini bertujuan untuk mengetahui hubungan antara persentase sevoflura...
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Road Safety Audit (Case Study: Kletek – Sidoarjo Highway)
Media Komunikasi Dunia Ilmu Sipil
Vol 7
, No 1
(2025)
In the construction industry, tenders for the procurement of goods and services are carried out to select the company that will carry out the work. Companies that are interested and meet the requirements can participate in the tender bidding process, and the selected company will carry out the work based on the agreed contract. The high competition in the tender process and also the failure of the company is the reason this work was created, to help new companies understand and be able to partic...
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SISTEM PEMANTAUAN STRES DAN KECEMASAN UNTUK DETEKSI DINI KESEHATAN MENTAL MEMAKAI SENSOR BIOMEDIK BEBASIS IOT DAN DEEP NEURAL NETWORKS
Jurnal Elektronika dan Komputer
Vol 18
, No 1
(2025)
Mental health is a crucial aspect of modern life, with stress and anxiety being among the most common and impactful psychological disorders. This research proposes a stress and anxiety monitoring system based on the Internet of Things (IoT), integrating biometric sensors and Deep Neural Networks (DNN) for early detection and in-depth analysis. The system is designed using MAX30102 (heart rate and SpO₂), GSR (Galvanic Skin Response), and DS18B20 (body temperature) sensors, managed by an ESP32 mic...
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Penerapan Sistem Pendukung Keputusan Seleksi Panwascam Pada Bawaslu Kabupaten Brebes Menggunakan Metode AHP
Jurnal Elektronika dan Komputer
Vol 18
, No 1
(2025)
Tahapan seleksi anggota Panitia Pengawas Pemilu Kecamatan (Panwascam) memiliki peran penting dalam menjamin kualitas pengawasan pemilu di tingkat lokal. Penelitian ini memanfaatkan metode Analytic Hierarchy Process (AHP) dalam Sistem Pendukung Keputusan (SPK) untuk menyusun proses seleksi yang objektif dan bebas dari konflik kepentingan. AHP digunakan karena kemampuannya dalam merancang hierarki keputusan, menentukan bobot kriteria dan subkriteria, serta memastikan konsistensi hasil. Data dipero...
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