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Review Open access Oct 2026

Enhancing Cardiac Auscultation with Machine Learning and Deep Learning: A Survey on Heart Sound Analysis

Cardiovascular disease kills more people than anything else. Early detection changes outcomes, and heart sounds are one of the cheapest places to look for the first signs. Phonocardiogram (PCG) recordings carry information about valve function that a trained ear can pick up, which is why auscultation has survived two c...

Akhil K. K., R. Devi · 0 citations
Conference Aug 2026

Deep Learning-Powered Integrated Clinical Decision Support System for Chronic Kidney Disease Prediction

This research work proposes a high level of machine learning to early and accurate prediction of Chronic Kidney Disease (CKD) via a hybrid deep learning pipeline evaluated on Chronic Kidney Disease Dataset. The initial stage preprocessing of the CKD dataset involves the use of Synthetic Minority Oversampling Technique...

Shiju K. Binu, R. Devi · 0 citations

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