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Model Klasifikasi Emosi Berbasis Teks dengan Algoritma Decision Tree dan Support Vector Machine
Jurnal Informatika dan Rekayasa Perangkat Lunak
Vol 7
, No 2
(2025)
Text-based communication has become a key means of interaction across various sectors. Previous studies have applied supervised learning algorithms to emotion classification in text. These studies used different datasets, but this diversity also introduced a risk of overfitting in text-based emotion classification models. Consequently, the use of cross-validation and hyperparameter optimization is required to ensure the model’s generalization ability. The aim of this research is to compare the p...
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Implementasi Algoritma K-Nearest Neighbor Dalam Prediksi Penyakit Jantung
Jurnal Informatika dan Rekayasa Perangkat Lunak
Vol 7
, No 2
(2025)
Heart failure is a serious and pressing health problem that affects millions of people worldwide. Several factors influence the occurrence of heart failure, such as age, type of pain, blood pressure, cholesterol levels, and other risk factors associated with heart disease. With current technological developments, data mining and machine learning can be used to predict patient health conditions. Therefore, the problem of this research is how to implement data mining techniques for identifying hea...
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Integrasi Metode Weighted Product (WP) dan Technique for Order Preference by Similarity to Ideal Solution (TOPSIS) untuk Pendukung Keputusan Penentuan Asisten Dosen
Muthmainnah, Aindri Rizky
; Pamput, Jessicha Putrianingsih
; Adiba, Fhatiah
; Surianto, Dewi Fatmarani
; Nasrullah, Asmaul Husnah
; Budiarti, Nur Azizah Eka
Jurnal Informatika dan Rekayasa Perangkat Lunak
Vol 7
, No 2
(2025)
The selection of teaching assistants requires an objective and effective decision-making system. This study designs a decision support system for selecting assistants in the Algorithm and Basic Programming course at JTIK, Universitas Negeri Makassar, by integrating the Weighted Product (WP) and Technique for Order Preference by Similarity to Ideal Solution (TOPSIS) methods. WP assigns weights to evaluation criteria, while TOPSIS identifies the best candidates based on positive and negative ideal...
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Comparative Study of Recurrent Neural Network (RNN) and Extreme Learning Machine (ELM) in Predicting Bank Central Asia’s Stock Price
Jurnal Informatika dan Rekayasa Perangkat Lunak
Vol 7
, No 2
(2025)
Predicting stock prices is an important financial topic, especially for investors who want to maximize profit and minimize risk. This research compares two machine-learning capabilities, a Recurrent Neural Network (RNN) and an Extreme Learning Machine (ELM), in predicting Bank Cental Asia (BBCA) stock prices. These two are chosen for their capabilities in handling time-series data. This research uses the data of BBCA’s daily prices over a certain period and involves several steps such as data co...
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Deteksi Jenis Jerawat Berbasis Android menggunakan Ensemble Deep Learning dengan Optimasi Layer Parsial
Jurnal Informatika dan Rekayasa Perangkat Lunak
Vol 7
, No 2
(2025)
Accurate classification of acne types is essential for determining the appropriate treatment. This study developed an automatic detection system based on Android using an ensemble Deep Learning approach and partial layer optimization to address the visual similarity challenges among different acne types. MobileNet and EfficientNetB0 were used as base models, then combined using majority voting and weighted averaging techniques. The dataset used consisted of 6,875 acne images that underwent prepr...
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The Effect of Edamame Concentration as Emulsifiers on the Physicochemical Properties of Egg-Free Cookies
Journal of Food and Agricultural Product
Vol 5
, No 2
(2025)
Cookies are defined as small-sized, low moisture bakery products known for their crispy texture and sweet flavor. The process of making cookies requires an emulsifier to produce a more compact and sturdy dough and act as a stabilizer. The emulsifier used in cookie making is egg. Standard cookie recipes often use 1 whole egg per 100–150 g of flour. However, the high cholesterol content in eggs can cause increased blood cholesterol levels, atherosclerosis, and increase the risk of coronary heart d...
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Enzymatic Biotechnology in Modifying the Functional Properties of Plant Proteins
Journal of Food and Agricultural Product
Vol 5
, No 2
(2025)
Enzymatic biotechnology offers an innovative and environmentally friendly approach to modifying the functional properties of plant proteins to support the development of value-added foods. The urgency of this research lies in the increasing need for alternative protein sources that are not only highly nutritious but also have functional characteristics suitable for the formulation of modern food products and those intolerant to animal protein. This study aims to systematically examine the role o...
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The physicochemical properties, bioactive composition, bioactivity, and food innovation based on Flacourtia inermis fruit: A narrative literature review
Witoyo, Jatmiko Eko
; Alvianto, Dikianur
; Permatasari, Nelsy Dian
; Utoro, Panggulu Ahmad Ramadhani
Journal of Food and Agricultural Product
Vol 5
, No 2
(2025)
Flacourtia inermis fruit, locally known as lobi-lobi fruit, is one of Indonesia's rare local fruits, rich in nutritional and bioactive compounds. However, the physical-chemical characteristics, bioactive composition, bioactivity, and food innovations based on the lobi-lobi fruit have not yet been comprehensively explored. So, the objective of this article is to provide a comprehensive overview of the physical-chemical characteristics, bioactive composition, bioactivity, and food innovations base...
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Implementasi Digitalisasi Pemasaran Dan Pelatihan Packaging Dalam Peningkatan Daya Saing Ekonomi Kreatif Produk D & R Snack
Adi Widya: Jurnal Pengabdian Masyarakat
Vol 9
, No 2
(2025)
UMKM pada industri kreatif berkembang begitu pesat, tingkat literasi sangat berpengaruh terhadap tingkat pemahaman dan wawasan seseorang sehingga dapat berdampak positif dalam perkembangan ekonomi dan lingkungan tidak terkecuali pada UMKM D&R Snack. Permasalahan utama pada usaha UMKM D&R Snack adalah kurangnya pemahaman tentang digitalisasi pemasaran serta minimnya kemampuan dalam membuat packaging yang menarik calon konsumen sehingga barang yang di jual cenderung memiliki tampilan yang...
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PENGARUH LATIHAN FARTLEK TERHADAP PENINGKATAN VO2MAX PADA MAHASISWI PRODI NERS TINGKAT 1 STIKES SANTA ELISABETH MEDAN TAHUN 2024
JURNAL KEPERAWATAN SISTHANA
Vol 10
, No 2
(2025)
Latihan fartlek merupakan salah satu latihan lari bervariasi yang berfokus pada kecepatan untuk meningkatkan daya tahan jantung dan paru, diantaranya adalah VO2max (volume oksigen maksimal).VO2max merupakan jumlah maksimal oksigen yang dapat dikomsumsi seseorang selama melakukan aktivitas fisik yang intens sampai akhirnya terjadi kelelahan, Kurangnya aktivitas fisik sangat mempengaruhi kebugaran tubuh seseorang yang berhubungan dengan kadar VO2max dalam tubuh. Disebut juga sebagai kekuatan aerob...
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