Comparison of performance metrics across studies.

<div><p>Cardiovascular diseases (CVDs) have surpassed cancer and become the major cause of death worldwide. An electrocardiogram (ECG) is a non-invasive and quicker method for diagnosing abnormal heart conditions. While research has extensively focused on ECG analysis for disease classif...

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Bibliographic Details
Main Author:	Rida Nayyab (21519512) (author)
Other Authors:	Asim Waris (16892236) (author), Iqra Zaheer (9377851) (author), Muhammad Jawad Khan (6909224) (author), Fawwaz Hazzazi (11902912) (author), Muhammad Adeel Ijaz (21273116) (author), Hassan Ashraf (13505653) (author), Syed Omer Gilani (21273113) (author)
Published:	2025
Subjects:	Medicine Physiology Cancer Space Science Biological Sciences not elsewhere classified Information Systems not elsewhere classified four abnormal classes discrete wavelet transform deep neural network deep learning techniques convolutional neural network butterworth bandpass filter deep learning models one key finding subsequent morphological features e ., p detailed classification models mi ), hypertrophy dnn model achieved cnn model achieved models classified one normal unique labels surpassed cancer study utilises study demonstrates sttc ). robust method quicker method precise multi performance metrics major cause hyp ), future real fold cross feature set f1 score extensively focused extensive ptb disease classification dire need death worldwide consistently classified conduction disturbance clean signal balanced using
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Comparison of performance metrics across studies.

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