Enhancing loan approval decision-making: an interpretable machine learning approach using LightGBM for digital economy development

TR Noviandy, GM Idroes, I Hardi - Malaysian Journal of Computing …, 2024 - ir.uitm.edu.my
This study aims to enhance loan approval decision-making in the digital economy using an
interpretable machine learning approach. The primary research question investigates how …

[PDF][PDF] Classifying Beta-Secretase 1 Inhibitor Activity for Alzheimer's Drug Discovery with LightGBM

TR Noviandy, K Nisa, GM Idroes, I Hardi… - Journal of Computing …, 2024 - researchgate.net
This study explores the utilization of LightGBM, a gradient-boosting framework, to classify
the inhibitory activity of beta-secretase 1 inhibitors, addressing the challenges of Alzheimer's …

Machine Learning for Early Detection of Dropout Risks and Academic Excellence: A Stacked Classifier Approach

TR Noviandy, Z Zahriah, E Yandri, Z Jalil… - Journal of …, 2024 - heca-analitika.com
Education is important for societal advancement and individual empowerment, providing
opportunities, developing essential skills, and breaking cycles of poverty. Nonetheless, the …

Enhancing Water Quality Assessment in Indonesia Through Digital Image Processing and Machine Learning

A Iffaty, A Salsabila, AA Rafiqhi… - Grimsa Journal of …, 2023 - journals.grimsa.org
Indonesia's diverse climate types, influenced by its unique geographical features, pose
significant environmental challenges, including water quality issues related to turbidity and …

Evaluation of atopic dermatitis severity using artificial intelligence

A Maulana, TR Noviandy, R Suhendra, N Earlia… - Narra J, 2023 - narraj.org
Atopic dermatitis is a prevalent and persistent chronic inflammatory skin disorder that poses
significant challenges when it comes to accurately assessing its severity. The aim of this …

Urban Air Quality Classification Using Machine Learning Approach to Enhance Environmental Monitoring

GM Idroes, TR Noviandy, A Maulana… - Leuser Journal of …, 2023 - heca-analitika.com
Urban areas worldwide grapple with environmental challenges, notably air pollution. DKI
Jakarta, Indonesia's capital city, is emblematic of this struggle, where rapid urbanization …

Maternal Health Risk Detection Using Light Gradient Boosting Machine Approach

TR Noviandy, SI Nainggolan, R Raihan… - Infolitika Journal of …, 2023 - heca-analitika.com
Maternal health risk detection is crucial for reducing morbidity and mortality among pregnant
women. In this study, we employed the Light Gradient Boosting Machine (LightGBM) model …