Table 5 Comparison table for setup I (class scheme).

From: A Personalized Arrhythmia Monitoring Platform

Study [Ref.]

Classes

Features

Classifier

Accuracy (%)

Oresko et al.1

5

RR-interval

NN

90

Cvikl et al.30

2

RR-interval

OSEA

92.36(Sp)

Rodriguez et al.31

all MIT

Waveform

Decision Tree

96.128

Jeon et al.32

3

WT

SVM

95.1

Proposed

16

DOST

LSTSVM-ABC

96.29

  1. †NN: Neural Networks, SVM: Support Vector Machine, WT: Wavelet Transform, OSEA: Open Source ECG Analysis Software, ABC: artificial bee colony.