F0 range and peak alignment across speakers and emotions

We present an analysis of F0 range and peak alignment in emotional speech from a heterogeneous group of speakers varying in age and gender. Both speaker and emotion had a strong effect on F0 range. Despite these large changes in the F0 trajectory, peak alignment was remarkably stable. Using the Linear Alignment Model (LAM) [1], we show that the effects on alignment of emotion and speaker differences, although statistically significant, are small. This stability results in a conclusion that peak alignment, unlike F0 range, does not appear to carry much information about speaker identity or emotional state. The LAM is effective in that it explains 42% of the variance in peak location on average, and furthermore it predicts the time of F0 peaks with an average RMS error of 12ms.

• Type: Journal
• Year: 2011
• Where: ICASSP
• Authors: Eric Morley, Jan P. H. van Santen, Esther Klabbers, Alexander Kain
• Keywords: Average Rms Error, ICASSP 2011, Linear Alignment Model, Peak Alignment, Signal Processing