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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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Analisis Simulasi Penetrasi Material Proyektil WC-6Co dan Baja Standar Pindad terhadap Pelat Baja Armox 500T dalam Aplikasi Pertahanan Menggunakan ANSYS
Triwahyu, Mohamad
; Ahmad Syafiq Rofi'i
; Sitanggang, Rivilyo Mangolat Rizky
; Khoirul Fajri
; Aritonang, Sovian
Jurnal Universal Technic (UNITECH)
Vol 3
, No 2
(2024)
Penelitian ini bertujuan untuk menganalisis kemampuan penetrasi dua jenis proyektil, yaitu WC-6Co dan baja standar Pindad, terhadap pelat baja Armox 500T, yang dikenal memiliki ketahanan tinggi dan digunakan dalam aplikasi pertahanan. Simulasi dilakukan menggunakan perangkat lunak ANSYS Student dengan pendekatan eksplisit dinamik untuk mengevaluasi total kecepatan dan deformasi selama tumbukan proyektil pada pelat. Proyektil WC-6Co menunjukkan kemampuan penetrasi yang signifikan, menembus pelat...
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Analisis Nilai Tambah Keripik Gedebog Pisang Industri Rumah Tangga Raffi Snack di Kabupaten Klaten
Journal of Agribusiness, Social and Economic
Vol 4
, No 2
(2024)
Banana stem chips are snacks with banana stem as the main raw material. The chips have been produced by Raffi Snack Home Industry (IRT) in Dengkeng Wetan Village, Wedi District, Klaten Regency. The research aimed to determine the cost, revenue, profit, and efficiency, as well as the value added of banana stem chips. The basic research method used a qualitative design with a quantitative approach. The selection of the research area was done purposive. Respondents in this study were owners and emp...
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EFEKTIFITAS METODE FOCUS GROUP DISCUSSION (FGD) DALAM MENINGKATKAN PENGETAHUAN, SIKAP DAN PERILAKU PADA ORANG TUA PEDULI ANAK THALESEMIA
Wahyudi, Wahyudi
; Subandiyo, Subandiyo
; Mardiyono, Mardiyono
; Kuswati, Ani
; Widjijati, Widjijati
Bhamada: Jurnal Ilmu dan Teknologi Kesehatan
Vol 15
, No 2
(2024)
Pendahuluan: Dinas Kesehatan Banyumas ada 1.000 sekian kasus Thalasemia di Jateng, 243 kasus diantaranya ada di Banyumas. Kondisi perawatan berulang, lama, membosankan pada penderita talasemia menyebabkan penyakit ini mencakup semua aspek kehidupan individu. Keluarga membutuhkan pemahaman penyakit thalasemia, cara pengobatan, tindakan pencegahan yang dapat diterapkan saat merawat di rumah sehingga diperlukan salah satu pelayanan kesehatan melalui Focus Group Discussion (FGD). Tujuan penelitian m...
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Pelatihan Pembuatan Kompos Berbasis Sampah Organik Rumah Tangga di Desa Kapur, Kabupaten Kubu Raya, Kalimantan Barat
Wahyu Setiyadi
; Safriadi Safriadi
; Amelia Arum Ramadhani
; Mahmudi Mahmudi
; Dermawati Sitorus
; Sulistia Ningsih
; Nadya Muliandari
; Baaqy Amri Annisa
; Alifiya Herwitarahman
; Pustika Adwiyani
Sejahtera: Jurnal Inspirasi Mengabdi Untuk Negeri
Vol 3
, No 4
(2024)
Improper waste handling is often the cause of environmental issues such as flooding and disease. Managing waste at the household level can significantly reduce environmental pollution. Currently, household organic waste is one of the largest contributors to overall waste. This activity aims to enhance housewives' skills and knowledge in composting household organic waste. It was conducted in Kapur Village, Kubu Raya Regency, West Kalimantan, with training sessions for housewives' associations. T...
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Rancang Bangun Prototipe Portable Pembangkit Listrik Tenaga Surya dan Bayu dengan Sistem Hibrida
Majalah Ilmiah Momentum
Vol 20
, No 2
(2024)
Penelitian ini bertujuan untuk mengembangkan dan menguji sebuah prototipe pembangkit listrik portabel dengan sistem hybrid yang menggabungkan energi surya dan angin, dengan tujuan meningkatkan efisiensi dan keandalan pasokan energi di lingkungan dengan variabilitas cuaca tinggi. Sistem ini dirancang untuk memanfaatkan dua sumber energi terbarukan secara simultan, guna mengatasi keterbatasan masing-masing sumber ketika digunakan secara terpisah. Hasil pengujian menunjukkan bahwa kombinasi energi...
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COLIFORM CONTAMINATION LEVEL OF WASHING WATER AT STREET VENDORS TENT STALLS IN YOGYAKARTA
Bioma : Jurnal Ilmiah Biologi
Vol 13
, No 2
(2024)
Food quality in Indonesia is significantly influenced by street vendors, particularly from a microbiological aspect. The use of unclean washing water in these settings can cause tableware contamination, increasing the risk of food-borne diseases. Therefore, this research aimed to determine the level of coliform contamination in washing water of street vendors. A total of 21 samples were collected from different locations, isolated, and identified morphologically and biochemically. These samples...
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PERANCANGAN MOTION COMIC SEBAGAI MEDIA EDUKASI PENCEGAHAN BULLYING TERHADAP SISWA SEKOLAH
Kemadha
Vol 14
, No 2
(2024)
The use of digital media makes it very easy to find various kinds of information on the internet. The use of the internet can make it easier for people in their daily activities, especially students. However, this convenience makes many students misuse the internet. Many students enjoy watching entertainment content with violent themes. This causes a lot of bullying in the school. Bullying that occurs in the school environment can cause victims to suffer from mental disorders. This can affect th...
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IMPLEMENTATION OF TPACK APPROACH TOWARD CRITICAL THINKING ABILITY AND COGNITIVE LEARNING OUTCOMES OF STUDENTS OF SMA NEGERI 1 JAKENAN ON ENVIRONMENTAL CHANGE MATERIAL
Bioma : Jurnal Ilmiah Biologi
Vol 13
, No 2
(2024)
This study aims to determine the effect of implementing the TPACK approach to developing critical thinking skills and student learning outcomes. The design used in this research is Experimental (Quasi-experimental) with Non Equivalent Control Group Design. The research subjects consisted of 72 high school students who were divided into two homogeneous classes, namely 36 students in the control class and 36 students in the experimental class. Students in the control class were taught conventional...
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ANALISIS BIBLIOMETRIC DALAM IMPLEMENTASI ERP SEBUAH ORGANISASI
Jurnal Teknologi Informasi dan Komunikasi (TIKomSiN)
Vol 12
, No 2
(2024)
This research can be used to analyze research trends related to the implementation of Enterprise Resource Planning (ERP) systems through a bibliometric approach. ERP has become one of the most crucial management systems in improving the efficiency and integration of business processes in various industries. However, the success of ERP implementation often depends on many factors, such as organizational readiness, technical complexity, and change management. In this study, bibliometric data was c...
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