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Comparative Analysis of Multiple Linear Regression and Random Forest in Predicting Student Academic Performance
Digital Business Intelligence Journal
Vol 2
, No 1
(2026)
This study aims to compare the performance of Multiple Linear Regression (MLR) and Random Forest Regression (RFR) in predicting student performance based on academic scores. Student performance is defined as the average of math scores, Reading Scores, and writing scores. This study uses a quantitative approach with a comparative design based on predictive modeling. The data used is secondary data from the Student Prediction dataset obtained through the Kaggle platform, which was processed using...
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Hybrid Apriori–MST Framework for Revealing the Structural Backbone of Consumer Purchase Patterns
Jurnal Elektronika dan Komputer
Vol 18
, No 2
(2026)
Traditional association rule analysis is effective at uncovering co-purchase patterns but fails to provide a global structural view of the market, which often results in fragmented and isolated insights. This study proposes a hybrid framework that integrates the Apriori algorithm with a Minimum Spanning Tree (MST) in order to validate and contextualize association rules within a single structural backbone. Transaction data from a retail store are transformed into a weighted, undirected product g...
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PENGARUH LAMA PENGASAPAN DAN PENYIMPANAN TERHADAP BERAT, KARAKTERISTIK KIMIA DAN TOTAL MIKROBA TELUR ITIK ASIN
Jurnal Agrifoodtech
Vol 4
, No 2
(2026)
One of the various salted egg products with smoking methods is smoked salted eggs which have a distinctive aroma and taste. This study aims to determine the effect of smoking and storage time and its interaction on smoked salted eggs with on physical and chemical properties, total microbes as well. This research is experimental by using ducks eggs and a mixture of coconut shells and fibers, and rice husks as smoke fuel. The experimental design used is Randomized Complete Block Design (R...
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Evaluasi Kinerja Model Long Short-Term Memory dan Gated Recurrent Unit untuk Prediksi Magnitude Gempa Bumi Di Indonesia
Dinamik
Vol 31
, No 1
(2026)
This study aims to evaluate and compare the performance of two neural network architectures under the Recurrent Neural Network (RNN) category, namely Gated Recurrent Unit (GRU) and Long Short-Term Memory (LSTM), in predicting earthquake magnitude in Indonesia. The dataset used consists of daily earthquake magnitude records from 2008 to 2023, preprocessed into time series format and normalized using the MinMax method. The training process was conducted using various combinations of batch size and...
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IDENTIFIKASI KESEHATAN PROFESI NERS MELALUI PEMERIKSAAN TANDA TANDA VITAL DAN SATURASI OKSIGEN DI UNIVERSITAS MUHAMMADIYAH PEKAJANGAN PEKALONGAN
Nursing Science Journal
Vol 6
, No 2
(2025)
Latar Belakang: Remaja merupakan tahapan transisi dari usia anak anak ke usia dewasa, banyak sekali permasalahan kesehatan para remaja seperti PTM dan penyakit lainnya, oleh karena itu pentingnya deteksi dini pada para remaja dengan cara melakukan pemeriksaan tanda tanda vital dan saturasi oksigen pada remaja. Penelitian betujuan untuk mengidentifikasi kesehatan profesi ners melalui pemeriksaan tanda tanda vital dan saturasi oksigen di universitas muhammadiyah pekajangan pekalongan. Metode: Desa...
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The Effect of Deep Breathing Techniques on Reducing Menstrual Related Stress Among Students of SMPN 2 Rambutan, Banyuasin Regency
Jurnal Ventilator: Jurnal riset ilmu kesehatan dan Keperawatan
Vol 3
, No 4
(2025)
Stress among early adolescent girls in junior high school is an increasing health concern due to academic demands, social pressure, digital exposure, and menstrual related discomforts. Complementary interventions such as deep-breathing techniques offer a simple method that can be implemented in school settings to rapidly reduce stress. This study aimed to examine the effect of deep-breathing techniques on menstrual related stress among ninth-grade female students at SMPN 2 Rambutan, Banyuasin Re...
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Correlation between junk food consumption and caffeinated beverages on the nutritional status among college on food technology student in Slamet Riyadi University, Indonesia : Hubungan pola konsumsi junk food dan minuman berkafein terhadap status gizi mahasiswa teknologi pangan di Universitas Slamet Riyadi, Indonesia
Agrobioteknologi
Vol 2
, No 2
(2025)
Nutritional problems during the growth phase of adolescent are mostly caused by consumption patterns. The most commonly used eating patterns during adolescent are foods that are high in calories, fat, sugar and salt. The habits of an unhealthy eating pattern can affect nutritional status. The foods most consumed by adolescent are often junk food and caffeinated beverages. All kinds of food and drinks are easily found around campuses surrounded by student. The purpose of this study was to determi...
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Penggunaan Media Puzzle untuk Meningkatkan Literasi Membaca Siswa Kelas 3 di MI Al-Barokah Ajung Jember
Inspirasi Dunia: Jurnal Riset Pendidikan dan Bahasa
Vol 4
, No 4
(2025)
This study has two main objectives, namely (1) to identify various difficulties experienced by students in reading activities in class III of MI Al-Barokah, and (2) to analyze the application of puzzle media as an alternative solution to overcome these difficulties. The research approach used is qualitative with a case study method. Data collection was carried out through observation, interviews, and documentation of teaching and learning activities. Data analysis followed the Miles and Huberman...
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Dari Buku ke Layar: Inovasi Media Digital dalam Merancang Bahan Ajar Sejarah yang Interaktif bagi Siswa Gen Z SMA Negeri 1 Tebing Tinggi
Inspirasi Dunia: Jurnal Riset Pendidikan dan Bahasa
Vol 4
, No 4
(2025)
The 21st century of digitalization is very influential in life such as Education which must adapt to the development of world digitalization technology. Education is carried out by involving innovation, creativity, and also motivation to update more interesting learning methods with interactive media that have been designed. History learning in particular must develop and adapt to the digital era by utilizing technology to make teaching methods the goal of an active learning process. History lea...
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Pengaruh Pemeriksaan Pajak, Surat Teguran, Surat Paksa dan Surat Perintah Penyitaan Pajak Terhadap Tunggakan Pajak (Pada KPP Pratama Pekanbaru Tampan 2020-2024)
EBISNIS : JURNAL ILMIAH EKONOMI DAN BISNIS
Vol 18
, No 2
(2025)
Tunggakan pajak merupakan salah satu permasalahan yang sering dihadapi pemerintah dalam upaya optimalisasi penerimaan negara. Sebagai sumber utama pendapatan negara, pajak berperan penting dalam pembiayaan pembangunan dan penyediaan layanan publik. Namun, keterlambatan atau ketidakpatuhan wajib pajak menimbulkan tunggakan yang dapat menghambat pencapaian target penerimaan. Penelitian ini bertujuan untuk menganalisis pengaruh pemeriksaan pajak, surat teguran, surat paksa, dan surat perintah penyi...
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