[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 …

Estimation and prediction of hospitalization and medical care costs using regression in machine learning

AI Taloba, RM Abd El-Aziz… - Journal of …, 2022 - Wiley Online Library
Medical costs are one of the most common recurring expenses in a person's life. Based on
different research studies, BMI, ageing, smoking, and other factors are all related to greater …

A computational intelligence approach for predicting medical insurance cost

CA ul Hassan, J Iqbal, S Hussain… - Mathematical …, 2021 - Wiley Online Library
In the domains of computational and applied mathematics, soft computing, fuzzy logic, and
machine learning (ML) are well‐known research areas. ML is one of the computational …

Understanding and mitigating accuracy disparity in regression

J Chi, Y Tian, GJ Gordon… - … conference on machine …, 2021 - proceedings.mlr.press
With the widespread deployment of large-scale prediction systems in high-stakes domains,
eg, face recognition, criminal justice, etc., disparity on prediction accuracy between different …

Insurance Claim Analysis Using Traditional Machine Learning Algorithms

BK Saraswat, A Singhal, S Agarwal… - 2023 International …, 2023 - ieeexplore.ieee.org
Very often, due to some accidental reasons, a person undergoes medical treatment, and
being a part of an organization, he has the facility to claim the insurance money. So, does a …

[HTML][HTML] Customization of health insurance premiums using machine learning and explainable AI

M Kapse, V Sharma, R Vidhale, V Vellanki - International Journal of …, 2025 - Elsevier
This study presents an analysis of health insurance premiums across various customer
segments. Specifically, it aims to identify the factors influencing the pricing of health …

[HTML][HTML] Comparison of linear, penalized linear and machine learning models predicting hospital visit costs from chronic disease in Thailand

W Thongpeth, A Lim, A Wongpairin… - Informatics in Medicine …, 2021 - Elsevier
Generally, health care costs from chronic diseases have positive skew and this gives
problems on using traditional statistical models. Machine learning is a conventional method …

[PDF][PDF] Flood prediction using deep learning models

MHM Ali, SA Asmai, ZZ Abidin, ZA Abas… - Int J Adv Comput Sci …, 2022 - academia.edu
Deep learning has recently appeared as one of the best reliable approaches for forecasting
time series. Even though there are numerous data-driven models for flood prediction, most …

Performance Evaluation of Regression Models in Predicting the Cost of Medical Insurance

JAS Cenita, PRF Asuncion, JM Victoriano - arxiv preprint arxiv …, 2023 - arxiv.org
The study aimed to evaluate the regression models' performance in predicting the cost of
medical insurance. The Three (3) Regression Models in Machine Learning namely Linear …

Health Insurance Amount Prediction Using Supervised Learning

S Aggarwal - 2022 2nd International Conference on …, 2022 - ieeexplore.ieee.org
Medical Insurance cost prediction is prime distress. A Medical Insurance company can only
make money if it collects quite it spends on the medical aid of its beneficiaries. Medical …