[HTML][HTML] Machine learning for an explainable cost prediction of medical insurance

U Orji, E Ukwandu - Machine Learning with Applications, 2024 - Elsevier
Predictive modeling in healthcare continues to be an active actuarial research topic as more
insurance companies aim to maximize the potential of Machine Learning (ML) approaches …

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 …

A Comparative Analysis for Loan Approval Prediction using Machine Learning

A Badhan, A Rana, SS Malhi, P Kaur… - … on Electrical Electronics …, 2024 - ieeexplore.ieee.org
The financial sector of any nation is the key factor in elevating the economy of nation. The
biggest issue that finances departments are facing is to approve loans for valid candidates …

Bank Loan Prediction Using Machine Learning Techniques

FM Haque, MM Hassan - arxiv preprint arxiv:2410.08886, 2024 - arxiv.org
Banks are important for the development of economies in any financial ecosystem through
consumer and business loans. Lending, however, presents risks; thus, banks have to …

Intelligent loan eligibility and approval system based on random forest algorithm using machine learning

C Prasanth, RP Kumar, A Rangesh… - … on Innovative Data …, 2023 - ieeexplore.ieee.org
According to the banking system, loans are a major source of income for everyone. So,
loans provide the biggest profit for the banking sector. Regardless of how many people …

Using Data Analytics to Derive Business Intelligence: A Case Study

U Orji, E Obianuju, M Ezema, C Ugwuishiwu… - … Awareness and Social …, 2023 - Springer
The data revolution experienced in recent times has thrown up new challenges and
opportunities for businesses of all sizes in diverse industries. Big data analytics is already at …

Predictive analysis of loan data using machine learning

P Hegde, C Shetty, N Rashmi… - … Intelligence and Data …, 2022 - ieeexplore.ieee.org
For banks and other financial institutions, loans are the primary source of income. As a
result, a variety of loan types are offered depending on certain limitations. Banks face …

Predicting the Risk Level of a Loan Based on the Customer's Personal Factors Using Machine Learning Models

J Hedrick, J Yeboah, IK Nti - 2024 IEEE 3rd International …, 2024 - ieeexplore.ieee.org
Banks are the backbone of the global financial structure, and one of the keyways these
organizations generate income is loan interest. If customers default on these loans, it can …

Comparative study of Machine Learning Approaches for Loan Approval Prediction in financial sector

MS Kruthika, R Rajadevi… - 2024 15th …, 2024 - ieeexplore.ieee.org
The surge in loan demand in India highlights the necessity for banks to refine their
assessment methodologies to ensure accurate evaluation of applicants' creditworthiness. As …

Loan Eligibility Prediction Using Ensemble Machine Learning Techniques and SMOTE

F Muhammad, JC Halim, H Lucky… - … Conference on System …, 2024 - ieeexplore.ieee.org
Loans play important roles in banking sectors. Loans provide bank income and fuel growth
for the banking industry itself. Loans that are provided to the lender should be repaid on …