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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
A New Approach to Measuring Institutional and Researcher Contributions to the SDGs: Combining Data from Elsevier SciVal and VOSviewer
Pertiwi, Fungky Dyan
; Anindito, Dhimas Cahyo
; Habibi, Ilham
; Saifudin
; Munahar, Suroto
; Purnomo, Bagiyo Condro
; Fatimah, Yun Arifatul
; Waluyo, Budi
; Setiyo, Muji
Advance Sustainable Science, Engineering and Technology
Vol 6
, No 4
(2024)
The Sustainable Development Goals (SDGs), established by the United Nations in 2015, are a comprehensive global framework that addresses social, economic, and environmental challenges through sustainable development. This study examines the role of universities, specifically focusing on the Department of Mechanical Engineering at Universitas Muhammadiyah Magelang (UNIMMA), in contributing to the SDGs. The study utilized data from Elsevier’s SciVal to analyze the department’s contribution to the...
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2 Sitasi
PKM Pemberdayaan Kader PKK Demaan Kudus melalui Optimalisasi Sumber Daya Lokal Buah Parijoto menjadi Nutrasetika Bersertifikat Halal Menuju Desa Mandiri Finansial
Wijayanti, Rina
; Susmayanti, Windi
; Rusdi, Dedi
; Shihab, Aura Najwa
; Saputri, Seftiyaningsih Duwi
Jurnal Pengabdian Teknologi Tepat Guna
Vol 5
, No 3
(2024)
Buah parijoto (Medinilla speciosa blume) merupakan buah lokal yang benyak ditemukan di Desa Demaan. Buah parijoto memiliki beberapa aktivitas farmakologis seperti antioksidan, penurunan kadar glukosa, serta berkhasiat sebagai agen fertilitas. Tujuan dari kegiatan pengabdian ini adalah untuk meningkatkan keterampilan dan pengetahuan berwirausaha melalui produksi nutrasetika minuman probiotik dari buah parijoto, sehingga mampu meningkatkan ketahanan pangan dan kemandirian finansial keluarga terdam...
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ANALISIS PENGARUH GAYA KEPEMIMPINAN DAN KEPUASAN KERJA TERHADAP KINERJA TENAGA PENGAJAR MELALUI MOTIVASI KERJA SEBAGAI VARIABEL INTERVENING (Survei pada Tenaga Pengajar Fakultas Ekonomi Universitas Slamet Riyadi Surakarta)
Jurnal Manajemen Sumber Daya Manusia
Vol 17
, No 1
(2024)
Penelitian ini bertujuan untuk menganalisis pengaruh gaya kepemimpinan dan kepuasankerja terhadap kinerja tenaga pengajar melalui motivasi kerja di Fakultas EkonomiUniversitas Slamet Riyadi Surakarta. Penelitian ini adalah penelitian kualitatif. Teknikpengumpulan data pada penelitian ini menggunakan kuesioner, observasi dan studipustaka. Populasi dalam penelitian ini sebanyak 58 orang tenaga pengajar dengan teknikpengambilan sampel menggunakan teknik non probability sampling yaitu sampel jenuh.M...
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Optimalisasi Wakaf Produktif Melalui Pembangunan Rumah Pemberdayaan di Desa Cidokom
Nur Azizah
; Rahmah Fitri Emiati
; Heny Nur Afifah
; Erlin Erlin
; Rista Nindia Sari
; Intan Diayu Wandira
; Nurhayfa Nabilla
; Shella Aklima Fatimah
; Qoharuddin Ahmad Nafii
; Az'zahra Putri Nabila
; Khusnul Latifunnisa
; Osanna Chikara Dewi
Sejahtera: Jurnal Inspirasi Mengabdi Untuk Negeri
Vol 3
, No 4
(2024)
This service activity was carried out by students who carried out KKN at STF UIN Jakarta with a focus on raising and optimizing productive waqf funds for the construction of an Empowerment House in Cidokom Village. Through the Participatory Action Research (PAR) method, this activity involves students, lecturers, local communities and international volunteers in raising funds and implementing economic empowerment programs. As a result, the Empowerment House has become an educational and economic...
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KRISIS NUKLIR KOREA UTARA TAHUN 2023
Global and Foreign Affairs Journal
Vol 1
, No 2
(2024)
The nuclear crisis is one of the most pressing international conflicts today. Nuclear development is considered to be a concern for regional as well as international stability. This journal will discuss how the North Korean Nuclear Crisis can cause tension for the region and also internationally. This research aims to find out how the chronology, impact, efforts, and challenges that must be passed in the nuclear crisis. The method used is a descriptive qualitative method, namely with a case stud...
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Pemberdayaan Kreatif Masyarakat Melalui Pembuatan Ecobrick untuk Pengurangan Sampah Plastik
Rivaldo Armada Putra
; Rindi Metalisa
; Gilang Vabio
; Muhammad Iqbal
; Nur Hikmah
; Nurfiza Nurfiza
; Azzahra Annida Putri
; Nadila Zulfa
; Rara Mulyunika
; Ranisha Armellia
; Sela Selfia Ag
Karunia: Jurnal Hasil Pengabdian Masyarakat Indonesia
Vol 3
, No 3
(2024)
Managing plastic waste, which continues to increase, is a global challenge that requires sustainable solutions. One approach that can be applied is community empowerment through making ecobricks. Ecobricks are a method of managing plastic waste by using plastic bottles as containers to fill non-organic waste, thereby producing environmentally friendly building materials. This research aims to identify the impact of community creative empowerment through an ecobrick making program in the context...
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MENGGAGAS ETIKA BERKOMUNIKASI DIGITAL: PROGRAM SOSIALISASI PADA REMAJA KELAS 7 DI SMP PUTRA BANGSA DEPOK
Nataly, Febriansyah
; Setyadji, Veronika
; Purnamasari, Yuli
; Alfian, Alfian
; Sabrina, Afiyah
; Alifah, Hasna Nismara
; Natalia Zai, Ika Nuraini
; Haikal Fadillah, Muhammad
; Nindita, Nazwa Ayu
; Akbar, Rizki Buli
; Deviani, Syavalia
Adi Widya: Jurnal Pengabdian Masyarakat
Vol 8
, No 2
(2024)
Negative effects of social media use may include the emergence of consumerist tendencies and hedonism. Lack of knowledge regarding communication ethics on social media causes a lack of awareness of the importance of policies in social media. Several teachers also said that many Putra Bangsa Middle School students experienced complaints about using social media, such as receiving negative comments and not understanding how to respond to issues or content on social media. The aim of carrying out t...
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Pengaruh Mekanisme Good Governance Terhadap Pengelolaan Dana Desa di Desa Jatikalen Kabupaten Nganjuk Periode 2023
Wawasan : Jurnal Ilmu Manajemenx, Ekonomi dan Kewirausahan
Vol 2
, No 4
(2024)
The village governance can serve as an example in realizing Good Governance, where a strong and positive relationship between the village administration and the community can enhance community participation. This research focuses on whether accountability, transparency, participation, and responsibility affect the management of village funds durung the 2023 periode in Jatikalen Village. The purpose of this research is to determine the impact of Good Governance factors on the management of villag...
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ANALISIS MANAJEMEN RISIKO PADA HOME INDUSTRI UD. SAFNUR DESA LENGKONG KECAMATAN RAKIT KABUPATEN BANJARNEGARA
Perwira Journal of Economics and Business
Vol 4
, No 2
(2024)
UD. Safnur, a home industry in Banjarnegara Regency, focuses on agro-industry using local soybean products. Effective risk management is essential, especially in uncertain times, as home industries contribute significantly to the local economy. This study aims to identify the risk management process, assess potential risks, and analyze strategies to manage these risks. This study involves preparation, data collection, processing, analysis, and conclusion. The study was conducted in June 2024. Th...
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