From: Paralinguistic singing attribute recognition using supervised machine learning for describing the classical tenor solo singing voice in vocal pedagogy
LLD (16*2)
Functionals (12)
(Δ) ZCR
Mean
(Δ) RMS energy
Standard deviation
(Δ) F0
Kurtosis, skewness
(Δ) HNR
Extremes: value, rel. position, range
(Δ) MFCC 1-12
Linear regression: offset, slope, MSE