Distribution of ECG samples in the dataset.

Distribution of ECG samples in the dataset.

<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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