Article

A Deep Learning Approach for Prediction of Heart Disease using Ensemble Learning Techniques

2024-06-20

Abstract excerpt

<title>Abstract</title> <p>Heart Disease (HD) stands as a significant contributor to escalating mortality rates worldwide, impacting communities on a vast scale. While numerous Deep Learning (DL) methodologies have been proposed for HD detection and diagnosis, prior studies have encountered limitations, notably small dataset sizes leading to overfitting. To address these challenges, we present novel ensemble lear...

Topics

Open a Topic to create a Post that cites this publication.

Identifiers and source

Literature Corpus work: ca609543-54af-54fd-b662-ae26aa3c8d0e
DOI: 10.21203/rs.3.rs-4526000/v1

Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest

A Deep Learning Approach for Prediction of Heart Disease using Ensemble Learning TechniquesDOI 10.21203/rs.3.rs-4526000/v1Read

An Ensemble Deep Learning Algorithm for Structural Heart Disease Screening Using Electrocardiographic Images: PRESENT SHDSemantic proximity Read

An Improved Decision Tree Model with Hybrid Training Subset Selection for Robust Cardiovascular Disease PredictionSemantic proximity Read

Heart Disease Prediction Redefined: Hybrid CNN & MobileNet Model ComparisonSemantic proximity Read

Enhanced machine learning and hybrid ensemble approaches for coronary heart disease predictionSemantic proximity Read

An Efficient Hybrid Classification Model for Heart Disease PredictionSemantic proximity Read

Heart Failure Prediction & Risk Stratification using Machine LearningSemantic proximity Read

Heart Failure Prediction & Risk Stratification using Machine LearningSemantic proximity Read

Enhancing Prediction of Heart Disease Using Hybrid Machine Learning Methods XGBoost and K-Means ClusteringSemantic proximity Read

Ensemble Machine Learning for Enhanced Diabetes Detection Using CTGAN-Balanced DataSemantic proximity Read

Multi-Dataset Diabetes Prediction Using Stacking Ensemble Learning and Explainable Artificial IntelligenceSemantic proximity Read

Multimodal Ensemble Learning for Coronary Artery Disease Risk Stratification Using ECG and Clinical BiomarkersSemantic proximity Read

Explainable Hybrid CNN SVM Framework for Cardiovascular Disease Risk Prediction Using Clinical DataSemantic proximity Read