DE-PNN: Differential Evolution-Based Feature Optimization with Probabilistic Neural Network for Imbalanced Arrhythmia Classification

DE-PNN: Differential Evolution-Based Feature Optimization with Probabilistic Neural Network for Imbalanced Arrhythmia Classification

In this research, a heartbeat classification method is presented based on evolutionary feature optimization using differential evolution (DE) and classification using a probabilistic neural network (PNN) to discriminate between normal and arrhythmic heartbeats. The proposed method follows four steps...

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Bibliographic Details
Main Authors: Amnah Nasim, Yoon Sang Kim
Format: Article
Language:English
Published: MDPI AG 2022-06-01
Series:Sensors
Subjects:
arrhythmia
electrocardiogram
differential evolution
imbalanced class
matthews correlation coefficient
Online Access:https://www.mdpi.com/1424-8220/22/12/4450

Internet

https://www.mdpi.com/1424-8220/22/12/4450

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