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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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Pengembangan Sistem Interaksi Robotik berbasis Speech Recognition untuk Layanan Publik di Kampus
Dinamik
Vol 30
, No 2
(2025)
ABSTRACT
Information services on campus are often delayed due to reliance on staff, resulting in long queues and inefficient waiting times. This study aims to design and develop a robotic interaction system based on speech recognition and Natural Language Processing (NLP), equipped with a virtual button as an alternative activation method. The system allows users to interact with the robot using voice, while the virtual button provides an additional option for users who are more comfortable with...
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Rancang Bangun E-SCM untuk Optimalisasi Persediaan Barang Toko Nadira
Dinamik
Vol 30
, No 2
(2025)
Pengelolaan rantai pasok dengan menggunakan metode E-SCM untuk mengoptimalkan persediaan Toko Nadira dapat meningkatkan persediaan yang efisien. Permasalahan yang terjadi pada Toko Nadira adalah proses pencatatan barang, pengelolaan persediaan dan pemesanan ke Supplier masih manual dengan menggunakan buku catatan. Dengan adanya teknologi, Toko Nadira dapat memanfaatkannya dengan baik dengan menggunakan website, website ini mampu mempermudah proses pencatatan barang, monitoring persediaan, dan me...
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Pembuatan Ecoprint Untuk Meningkatkan Ketrampilan Menggunakan Bahan Alam Pada Pembelajaran Seni Budaya Dan Prakarya Anak Sekolah Dasar Di Kalijambe Sragen: Ecoprint Untuk Meningkatkan Ketrampilan
Supriyadi, Slamet
; Yulianto, Nanang
; Margana
; Widiyastuti, Endang
; Yunianti, Esterica
; Fauzi, Ali
Adi Widya: Jurnal Pengabdian Masyarakat
Vol 9
, No 1
(2025)
Making ecoprints to improve skills in using natural materials in learning arts and culture and crafts for elementary school children in Kalijambe, Sragen. Making this ecoprint means that the motifs produced on each fabric have different colors and patterns even though they use the same type of plant leaves. This is due to several factors, the relatively different shapes of the leaves. The introduction of ecoprinting to elementary school children creates a creative experience in learning arts and...
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Peranan Guru dalam Pengelolaan Kelas untuk Meningkatkan Motivasi Belajar Siswa di Sekolah Dasar
Iskandar, Sofyan
; Rosmana, Primanita Sholihah
; Apriliani, Delia
; Rahmawati, Hanny
; Fauziyah, Nisa Nur
Jurnal Sinektik
Vol 8
, No 1
(2025)
Classroom management is an important concept in school learning. This article provides an overview of the definition of classroom management, strategies that teachers can implement to manage the classroom, and the important role teachers play in ensuring successful learning. In addition, this article emphasizes the importance of classroom management to increase students' learning motivation and identifies barriers that may arise in classroom management during the learning process. By understandi...
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1 Sitasi
Comparison of Naive Bayes and Support Vector Machine (SVM) Methods in Female Daily Skincare Sentiment Analysis: Perbandingan Metode Naive Bayes dan Support Vector Machine (SVM) dalam Analisis Sentimen Skincare Female Daily
RADIANT: Journal of Applied, Social, and Education Studies
Vol 6
, No 2
(2025)
The development of the beauty industry in Indonesia has increased significantly, along with the high participation of consumers in providing online reviews, especially through the Female Daily platform. These reviews contain opinions that can be analyzed to determine consumer sentiment towards a product. This study seeks to perform sentiment analysis on beauty product reviews by applying two text classification techniques: Support Vector Machine (SVM) and Naive Bayes. The research stages include...
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Analisis Perbandingan Formula Haversine dan Formula Vincenty dalam Perhitungan Jarak Destinasi Wisata Kabupaten Pacitan
Jurnal Informatika dan Rekayasa Perangkat Lunak
Vol 7
, No 1
(2025)
In the development of geographic information technology, particularly in the tourism sector, accurate distance determination between two coordinate points has become very important. This research aims to compare the accuracy level and computational time efficiency between the Haversine Formula and Vincenty Formula. The method used is by testing distance calculations between user location and 15 tourist destinations in Pacitan Regency using both formulas. The test results show that both methods h...
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Analisis SWOT Pada KSPPS BKK Bersama Kami Kasembadan Purwokerto
Profit: Jurnal Manajemen, Bisnis dan Akuntansi
Vol 4
, No 2
(2025)
This research was conducted with the aim of identifying the strengths, weaknesses, opportunities, and threats (SWOT) of KSPPS BKK Bersama Kami Kasembadan Purwokerto in the current era of digitalization. This research uses a qualitative method with a case study approach. Data collection was carried out directly to the Manager of KSPPS BKK Bersama Kami Kasembadan. The results of the study showed that the total score of the IFAS matrix (strengths and weaknesses) was 2.58, which means that KSPPS has...
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Perlindungan Hukum Pidana Atas Hak Pekerja Di PT. Medisafe Technologies (Studi di Dinas Ketenagakerjaan Kabupaten Deli Serdang)
Pangaribuan, Guntur
; Lubis, Muhammad Salim Fauzi
; Suniaprily, Firstnandiar Glica Aini
; Maria, Juliya
Jurnal Penelitian Serambi Hukum
Vol 18
, No 02
(2025)
One of the backgrounds to the birth of Law Number 13 of 2003 concerning Manpower is because several laws and regulations that have been in effect so far have placed workers in a less advantageous position in the service of manpower placement and the industrial relations system that emphasizes differences in position and interests so that they are considered no longer in accordance with current needs and future demands. The birth of Law Number 13 of 2003 concerning Manpower is expected to: Uphold...
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Katuk leaf dried noodles (Sauropus androgynus (L) Merr) with different combinations of wheat and banana flour (Musa paradisiaca L.): Mi kering daun katuk (Sauropus androgynus) dengan perbedaan kombinasi tepung terigu dan tepung pisang kepok (Musa paradisiaca L.)
Agrobioteknologi
Vol 2
, No 1
(2025)
In Indonesia, dry noodles are one of the most widely consumed foods because they are easy to cook. The use of banana flour as a substitute for making noodles is an effort to diversify food in reducing imports of wheat flour. This study dried noodles were made from katuk leaf extract and from the substitution of banana kepok flour with wheat flour. The chemical and organoleptic properties of noodles added with banana kepok flour and katuk leaf extract as natural dyes are the focus of this study....
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