Research Article

Ensemble Learning by High-Dimensional Acoustic Features for Emotion Recognition from Speech Audio Signal

Table 1

The mean and deviation of the assessment metric values depicted from multifold cross-validation.

Average of 10-fold result and deviations

MetricsEL-HDAFHAFSBL-DF
Precision0.944679 ± 0.0327510.894171 ± 0.0583890.880646 ± 0.065648
Sensitivity recall0.954865 ± 0.0125660.908286 ± 0.0109220.896128 ± 0.017381
Specificity0.954897 ± 0.0054580.907739 ± 0.0025840.893572 ± 0.010829
F-score0.951408 ± 0.0183410.899709 ± 0.0315560.886927 ± 0.034786
Decision accuracy0.948429 ± 0.0303930.894171 ± 0.0583890.880646 ± 0.065648