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Table 2 The performances for the perceived intensity classifiers using various feature sets.

From: Analytical Features: A Knowledge-Based Approach to Audio Feature Generation

Method

Correlation

Model error

Random (mean value for all titles)

0.18

21%

Best MPEG7 feature [(SpectralSkewness (x)]

0.56

16.9%  ± 1.5%

MPEG7 feature combination 21 features selected

0.87

12.1%  ± 1.9%

Best EDS feature [Sqrt(Min(Sum(FFT(Split(x, 1 sec)]

0.68

14.5%  ± 1.8%

EDS + MPEG7 combination 18 features selected

0.89

11.3%  ± 1.8%