Cardiovascular disease detection using a novel stack-based ensemble classifier with aggregation layer, DOWA operator, and feature transformation

MH Chagahi, SM Dashtaki, B Moshiri… - Computers in Biology and …, 2024 - Elsevier
Due to their widespread prevalence and impact on quality of life, cardiovascular diseases
(CVD) pose a considerable global health burden. Early detection and intervention can …

Enhancing Performance for Highly Imbalanced Medical Data via Data Regularization in a Federated Learning Setting

G Tsoumplekas, I Siniosoglou, V Argyriou… - arXiv preprint arXiv …, 2024 - arxiv.org
The increased availability of medical data has significantly impacted healthcare by enabling
the application of machine/deep learning approaches in various instances. However …

Analysis on Feature Selection and Classification of Cardiovascular Disease using Machine Learning

B Kavya, BS Jayasri - 2023 3rd International Conference on …, 2023 - ieeexplore.ieee.org
Cardiovascular disease has emerged as the leading cause of death in recent years, with a
significant number of individuals unknowingly affected by this condition. Cardiovascular …

An Improved Cardiovascular Disease Prediction Model Using Ensembling of Diverse Machine Learning Classifiers

C Datta, R Senapati - 2023 OITS International Conference on …, 2023 - ieeexplore.ieee.org
Cardiovascular disease, often treated as a cardiac illness, is a condition that occurs due to a
change in the blood flow among the arteries in the heart. Although advanced techniques …

Cardiovascular Disease Prediction Using Deep Learning

V Khanna - 2024 11th International Conference on Reliability …, 2024 - ieeexplore.ieee.org
Cardiovascular disease (CVD), ahead of all other causes of death worldwide in this era.
There is an immediate need for accurate, reliable, and practically applicable ways of early …

Enhancing Cardiovascular Disease Prediction: A Domain Knowledge-Based Feature Selection and Stacked Ensemble Machine Learning Approach

Z Rustamov, J Rustamov, N Zaki, S Turaev, MS Sultana… - 2023 - researchsquare.com
Cardiovascular diseases (CVDs) are prevalent disorders affecting the heart or blood
arteries. Early disease detection significantly enhances survival prospects, thus …