Research Article

Ensemble Classification Based on Feature Selection for Environmental Sound Recognition

Table 2

Accuracy of different feature selection methods at k of subsets on environmental sound dataset.

MethodsAccuracy
k=1/2k=2/3k=3/4

Correlation0.630.6840.677
GainRatio0.6430.660.685
InfoGain0.6620.6730.672
OneR0.6560.6620.67
ReliefF0.6070.650.676
SymmetricalUncert0.660.670.668
csFs0.63740.68440.6899
MmEnFs10.7340.730.706
MmEnFs20.7560.7470.7215