Skip to main content
. 2014 Jun 30;13:90. doi: 10.1186/1475-925X-13-90

Table 8.

Feature extraction, feature selection, and classification methods in previous works and the proposed method

Method Features Feature selection Classifier
De Chazal [1]
Morphology, intervals, lead A + B
Feature set wrapper
wLDA
Llamedo [11]
WT, intervals, lead A + B
Wrapper
wLDA
Mar [19]
Morphology, WT, intervals, lead A + B
Wrapper, wLDA
MLP
de Lannoy [20]
Intervals, HOS, lead A + B
Feature set wrapper
wSVM
Doquire [21]
Morphology, intervals, HOS, lead A
Ranking
wSVM
de Lannoy [22]
Morphology, intervals, HOS, lead A
Ranking, wrapper
wCRF + L1
Zhang [23]
Morphology, intervals, lead A + B
Ranking, wrapper
SVM ensemble
Park [24]
HBF, intervals, lead A
-
Hierarchical SVM
Proposed method Random projections, intervals, lead A - SVM + threshold