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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
Pendampingan Kewirausahaan bagi Siswa SMP Muhammadiyah 7 Colomadu (MUTU)
Setyowati, Eni
; Rafiq Azam Al Afif, Didit Purnomo, Ali Zaenal Abidin, Trian Gigih Kuncoro, Inez Angela Eva Maharani, Cindy Putri Sukmawati, Putri Ayu, Rachma Fadia Andriyani, Rosa Ambar Sari, Firliana Rizki Ramadhina.
Abdi Psikonomi
(2024)
Pengabdian ini dilakukan di SMP Muhammadiyah 7 Colomadu Karanganyar. Permasalahan yang dihadapi oleh SMP Mutu tersebut adalah ekstra kurikuler bagi siswa-siswa belum dilakukan dengan praktek langsung, maka pengabdian ini sangat diharapkan oleh mitra. Khalayak sasaran membutuhkan dukungan dari sisi sarana prasarana maupun sumber daya manusia dalam mewujudkan kegiatan ekstra kurikuler yang bermanfaat dan bisa memberi contoh bagi sekolah-sekolah yang lain. Tujuan dari kegiatan pengabdian ini adalah...
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Pendampingan Manajemen Pengelolaan TK Aisyiyah Menuju Sukses Akreditasi 2024
Maulidiyah Indira Hasmarini, Sitti Retno Faridatussalam, Sri Slamet, Akbar Pratama, Ahmad Baihaqi, Deni Pratama, Inez Angela Eva Maharani, Cindy Putri Sukmawati, Putri Ayu, Rachma Fadia Andriyani, Firly Meidhita Berliandini, Novariani Putri Rienadi
; Nurul Fuada, Evi Novitasari, Rosa Ambar Sari, dan Firliana Rizki Ramadhina.
Abdi Psikonomi
(2024)
Kelayakan sebuah satuan pendidikan ditunjukan salah satunya oleh status Akreditasi sekolah tersebut. Undang-Undang Nomor 20 Tahun 2003 tentang Sistem Pendidikan Nasional Pasal 60 ayat (1) menyatakan bahwa Akreditasi berfungsi menentukan kelayakan satuan pendidikan pada jalur pendidikan formal dan non formal pada setiap jenjang pendidikan. Kelayakan tersebut mencakup komponen pendidik dan tenaga kependidikan, sarana dan prasarana sekolah, kurikulum yang diberlakukan, dan persyaratan lainnya sebag...
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Pengaruh Kompetensi, Kompleksitas dan Workload terhadap Kualitas Audit dengan Pemahaman Sistem Informasi Sebagai Variabel Moderasi
JURNAL EKONOMI MANAJEMEN AKUNTANSI
Vol 30
, No 2
(2024)
Purpose: The purpose of this study is to analyze the Influence of Competence, Complexity, Workload on Audit Quality. In addition, this study is to determine whether or not there is a role of understanding information systems in moderating the influence of Competence, Complexity, Workload on Audit Quality. Method: The population in this study were auditors working in Public Accounting Firms in Semarang City. The research sample used a purposive sampling technique. The data collection technique wa...
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EFEKTIVITAS KOMBINASI TERAPI NEBULIZER, BREATHING EXERCISE, DAN MOBILISASI SANGKAR THORAKS PADA KASUS CHRONIC OBSTRUCTIVE PULMONARY DISEASE DI INSTALASI RS PARU JEMBER: CASE REPORT
Physio Journal
Vol 4
, No 2
(2024)
Latar belakang: Chronic Obstructive Pulmonary Disease (COPD) adalah obstruksi saluran nafas yang tidak dapat disembuhkan yang terjadi secara progresif dan kronik, sering ditandai dengan adanya batuk secara terus menerus dan berlangsung lama, adanya suara mengi, sesak nafas, dan rasa tertekan di dada. Penyebab paling umum dari COPD adalah perokok, paparan lingkungan dan juga faktor genetik. Masalah yang ditimbulkan pada COPD antara lain adalah sesak nafas dengan pola dyspnea, adanya spasme pada o...
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A Strategi Rekruitmen Crew Kapal di PT. Lotus Prakasa Lines Surabaya
Populer: Jurnal Penelitian Mahasiswa
Vol 3
, No 3
(2024)
The aim of this research is to find out what obstacles are faced by PT. Lotus Prakasa Lines Surabaya in implementing ship crew recruitment strategies. This implementation was carried out at the PT. Lotus Prakasa Lines Surabaya office, during which the author carried out ground practice (PRADA) from August 2023 to February 2024. The source of data obtained was primary data which was directly obtained from the research site by means of observation, direct interviews with company employees as well...
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Analisis Resepsi Audien pada Konten Storytelling Nadhifa Allya Tsana di Podcast Rintik Sedu
Jurnal Komunitas (Komunikasi Tiada Batas) : Jurnal Ilmu Komunikasi
Vol 10
, No 2
(2024)
This research was conducted to analyze audience reception of Nadhifa Allya Tsana's storytelling content on the Rintik Sedu podcast via social media on the Instagram account @rintiksedu. This research aims to be a means of information and also a reference in adding to developments in the field of communication science studies. In this research the author uses qualitative research with a descriptive analysis approach. The data collection method uses interviews. The results of this research conclud...
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IMPLEMENTATION OF THE MERDEKA CURRICULUM THROUGH PROJECT-BASED LEARNING (PJBL) FOR MATHEMATICS INSTRUCTION IN MADRASAH IBTIDAIYAH
MAGISTRA: Media Pengembangan Ilmu Pendidikan Dasar dan Keislaman
Vol 15
, No 1
(2024)
Kurikulum Merdeka is a replacement for the 2013 curriculum, this curriculum contains planning in learning activities and a process of gaining knowledge, as well as experience that we get from learning activities. This curriculum change requires teachers to readjust the learning model that appropriate with Kurikulum Merdeka, where teachers are facilitators and students are active in the learning process. This study aims to analyze the implementation of Kurikulum Merdeka and the application of Pro...
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ANALYSIS SWOT OF COFFEE AT CV FRINSA AGROLESTARI
Agrisaintifika : Jurnal Ilmu - Ilmu Pertanian
Vol 8
, No 1
(2024)
Coffee (Coffea L.) is one of the plantation commodities that has a high economic value in Indonesia. One of the coffee producers in Indonesia is CV Frinsa Agrolestari in Pangalengan, West Java. CV Frinsa Agrolestari is a family company engaged in the coffee business, starting from nursery, planting, and processing coffee beans to breeding coffee varieties. The purpose of this research is to identify internal and external environmental factors to obtain alternative strategies for CV Frinsa Agrole...
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Peningkatan Literasi Keuangan dan Pelatihan Bahasa Inggris Sejak Dini Bagi Siswa SD Kanisius Mlese
Jurnal Pengabdian Teknologi Tepat Guna
Vol 5
, No 2
(2024)
This community service activity aims to provide an understanding of financial literacy from an early age. Apart from that, this service also provides brief English language training. The habit of saving will teach students to learn to be independent and practice not relying on their parents from an early age. The English language training in this service focuses on speaking regarding the introduction. The partner in this service activity is Kanisius Mlese Elementary School, located in Klaten Reg...
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