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Outlier Detection Using Gaussian Mixture Model Clustering to Optimize XGBoost for Credit Approval Prediction
Setiadi, De Rosal Ignatius Moses
; Muslikh, Ahmad Rofiqul
; Iriananda, Syahroni Wahyu
; Warto, Warto
; Gondohanindijo, Jutono
; Ojugo, Arnold Adimabua
Journal of Computing Theories and Applications
Vol 2
, No 2
(2024)
Credit approval prediction is one of the critical challenges in the financial industry, where the accuracy and efficiency of credit decision-making can significantly affect business risk. This study proposes an outlier detection method using the Gaussian Mixture Model (GMM) combined with Extreme Gradient Boosting (XGBoost) to improve prediction accuracy. GMM is used to detect outliers with a probabilistic approach, allowing for finer-grained anomaly identification compared to distance- or densit...
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23 Sitasi
Effect of Maceration Time on Color Intensity, Bioactive Compounds and Antioxidant Activity of Purple Corn Extract (Zea mays var. Black Aztec): Pengaruh Lama Maserasi Terhadap Intensitas Warna, Senyawa Bioaktif dan Aktivitas Antioksidan Ekstrak Jagung Ungu (Zea mays var. Black Aztec)
JITIPARI (Jurnal Ilmiah Teknologi dan Industri Pangan UNISRI)
Vol 9
, No 2
(2024)
Purple corn is one of the corn varieties that is being developed by Indonesia as a form of food diversification. The purple color of corn is produced by the high presence of anthocyanins so it can provide health benefits such as antioxidant, anti-inflammatory, mutagenic, anti-cancer and anti-angiogenesis. To ensure that the bioactive components are not damaged, extraction is carried out in stages by applying the maceration method using a polar solvent with the correct ethanol content of 96%. Apa...
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2 Sitasi
Lomba Sekolah Bebas Nyamuk: Sebuah Upaya Pencegahan dan Pengendalian Penyakit DBD di Kabupaten Kudus
Jurnal Inovasi dan Pengabdian Masyarakat Indonesia
Vol 3
, No 4
(2024)
Latar belakang: Demam Berdarah Dengue (DBD) merupakan penyakit menular yang ditularkan melalui gigitan nyamuk Aedes aegpyti. Penyakit ini menjadi masalah global, terutama di negara tropis dan subtropis. Indonesia merupakan salah satu negara endemis kasus DBD dengan angka kejadian yang meningkat setiap tahun. Kabupaten Kudus merupakan salah satu daerah endemis DBD di Provinsi Jawa Tengah dengan kejadian DBD yang cukup tinggi tiap tahunnya. Tujuan: Untuk meningkatkan pengetahuan dan kesadaran masy...
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Analisis komparatif laju korosi pada material aluminium 5083 dan 5052 dengan menggunakan media air laut sebagai aplikasi bahan lambung kapal
Jurnal Universal Technic (UNITECH)
Vol 3
, No 2
(2024)
ABSTRAK
Indonesia sebagai negara kepulauan sangat bergantung pada transportasi kapal laut untuk menghubungkan antar pulau. Pada proses perencanaan konstruksi kapal, pemilihan material lambung yang terbaik sangat penting untuk menghadapi masalah korosi. Paduan aluminium dikenal memiliki ketahanan korosi yang baik, sehingga sering dipilih untuk aplikasi di lingkungan korosif, seperti laut. Paduan seri 5xxx, khususnya Aluminium 5083 dan 5052, umum digunakan dalam industri pembuatan kapal karena kar...
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Development of E-Modules Based on Socio-Scientific Issues to Improve Students' Science Literacy Skills on Temperature and Heat Materials
Jurnal Penelitian Pembelajaran Fisika
Vol 15
, No 4
(2024)
E-modules on temperature and heat material have been developed in several studies, but there are still problems. The problem is that it does not facilitate students to practice science literacy skills so it is still relatively low. This research aims to minimize these problems by developing e-modules based on socio-scientific issues to improve students' science literacy skills in temperature and heat materials. The method used is Research and Development with a 4D development design consisting o...
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1 Sitasi
Development of Android-Based Learning Media Using App Inventor to Improve Student’s Learning Outcomes for Dynamic Fluid Materials
Jurnal Penelitian Pembelajaran Fisika
Vol 15
, No 4
(2024)
Technology plays a great role in education, particularly in facilitating creative and innovative approaches to physics learning. This study focuses on developing Android-based learning media using App Inventor for dynamic fluid materials. This Research and Development (R&D) was based on the Jan Van Den Akker model. The development stages covered preliminary research, needs analysis, prototyping, summative evaluation, and reflection and documentation. Data on the effectiveness and practicalit...
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1 Sitasi
Implementasi Sistem Inaportnet dalam Pelayanan Kapal di Terminal Sarana Citra Nusa Kabil pada PT. Snepac Shipping Batam
Wawasan : Jurnal Ilmu Manajemen, Ekonomi dan Kewirausahan
Vol 2
, No 4
(2024)
This paper aims to provide in-depth insight into the complexity of handling ship arrivals and departures through the Inaportnet System by explaining how the system works, interactions between parties, and how the Inaportnet system helps improve the efficiency and smoothness of the shipping process at the terminal. This research was conducted at PT. Snepac shipping, daring the author’s pratek darat (PRADA) which began on January 17, 2024 to June 17, 2024. The datea source was obtained through pri...
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Pengaruh Ketersediaan, Efektivitas dan Kemudahan Penggunaan Qris terhadap Keputusan Pembelian serta Dampaknya Bagi Karakter Generasi Muda
JURNAL EKONOMI MANAJEMEN AKUNTANSI
Vol 30
, No 2
(2024)
The new era of digitalization created by humans has touched various aspects including transaction payment methods. With digital payments, humans make payments with just one scan. Bank Indonesia, in collaboration with ASPI, launched digital payment Qris in 2020. Qris was initially a payment solution during the pandemic that was accepted by the public and is still widely used today. Including the younger generation, they often use Qris to make payments. This research aims to identify the influence...
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Hydrological Analysis of Water Treatment Plan (WTP) in Karian Dam Upstream
Journal of Civil Engineering and Technology Sciences
Vol 3
, No 2
(2024)
Abstract
Rainfall or discharge data is obtained from the river basin authority by conducting hydrological analysis using the Nakayashu Synthetic Unit Hydrograph method to obtain the peak flood discharge and performing a dependable flow analysis (Q80%) using probability equations. On January 2, 2020 there was a flash flood that destroyed at least 1,410 houses, 30 bridges and hydraulic buildings located in the ciberang river flow among them is the PDAM row water intake structure. The need for hyd...
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Keberadaan Seni Warok di Tengah Perkembangan Modern di Desa Larangan Luwok
Purwanti, Annisa
; Anggraini, Arnetta Diah
; Fatimah Az Zahra
; Febriyanti, Endah
; Sulaiman, Hengki
; Citra, Salsa Dewi Permata
; Maulida, Ilham
; Febbianto, Mohammad
; Sumarno, Radiktyo Nindyo
Jurnal Inovasi dan Pengabdian Masyarakat Indonesia
Vol 3
, No 4
(2024)
Latar belakang: Indonesia kaya akan seni dan budaya yang mencerminkan keberagaman daerahnya. Salah satu contohnya adalah seni Warok dan Kuda Lumping, yang mempresentasikan asal daerahnya dengan baik. Kesadaran budaya, atau cultural awareness, penting untuk mengenali dan memahami nilai-nilai dalam masyarakat. Desa Larangan Luwok di Kota Temanggung, Jawa Tengah, merupakan salah satu desa yang melestarikan seni Warok. Meskipun dihadapkan pada perkembangan modern, kesenian ini tetap eksis dan dilest...
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