ANFIS ALGORITHM BASED HEART VALVE DISEASE CLASSIFICATION

ANFIS ALGORITHM BASED HEART VALVE DISEASE CLASSIFICATION

Registration ID: IJNRD_219416

Published ID: IJNRD2404684

DOI: Click Here to Get

Dr. S. Priyadarsini , B. Balamurugan , E. Bhavesh , P. Blessing Raj

This study introduces an Adaptive Neuro-fuzzy Inference System, a novel end to-end convolutional neural network architecture tailored for the automatic classification of cardiac auscultation classes, including normal heart sounds and various cardiovascular diseases such as aortic stenosis, mitral stenosis, mitral regurgitation, and prolapse of the mitral valve. Utilizing Phonocardiogram (PCG) signals, the process is automated through two distinct learning phases: sequence residual learning and representation learning. The primary aim is to leverage PCG recordings for early detection and categorization of cardiovascular illnesses using deep learning techniques. The model's performance is evaluated through metrics including accuracy, loss, precision, recall, and f1Score, facilitating effective assessment of its predictive capabilities and potential clinical utility.

Published Paper   E-Certificate

"ANFIS ALGORITHM BASED HEART VALVE DISEASE CLASSIFICATION", IJNRD - INTERNATIONAL JOURNAL OF NOVEL RESEARCH AND DEVELOPMENT (www.IJNRD.org), ISSN:2456-4184, Vol.9, Issue 4, page no.g673-g677, April-2024, Available :https://ijnrd.org/papers/IJNRD2404684.pdf

Volume 9 Issue 4, April-2024

Pages : g673-g677

Paper Reg. ID: IJNRD_219416

Published Paper Id: IJNRD2404684

Downloads: 000121149

Research Area: Computer Engineering 

Country: Virudhunagar, Tamil Nadu, India

Published Paper PDF: https://ijnrd.org/papers/IJNRD2404684.pdf

Published Paper URL: https://ijnrd.org/viewpaperforall?paper=IJNRD2404684

Journal Name: INTERNATIONAL JOURNAL OF NOVEL RESEARCH AND DEVELOPMENT(IJNRD)

ISSN: 2456-4184 | IMPACT FACTOR: 8.76 Calculated By Google Scholar | ESTD YEAR: 2016

An International Scholarly Open Access Journal, Peer-Reviewed, Refereed Journal Impact Factor 8.76 Calculate by Google Scholar and Semantic Scholar | AI-Powered Research Tool, Multidisciplinary, Monthly, Multilanguage Journal Indexing in All Major Database & Metadata, Citation Generator

Publisher: IJNRD (IJ Publication) Janvi Wave

This work is licensed under a Creative Commons Attribution 4.0 International License and The Open Definition

Call For Paper - Volume 10 | Issue 8 | August 2025

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