Analysis of acoustic space variability in speech affected by depression
Present novel probabilistic acoustic volume, a robust acoustic variability measure. As depression increases phonetic events become concentrated in acoustic space. MFCC feature space becomes tightly concentrated with increasing depression. Speech trajectory in acoustic space becomes smoother with increasing depression. Choice of speech collection paradigm may adversely affect depression detection.
depression acoustic volume acoustic variability objective diagnosis gaussian mixture models maximum a posteriori adaption