A Generative Model for Natural Sounds Based on Latent Force Modelling

2 Feb 2018William J. WilkinsonJoshua D. ReissDan Stowell

Recent advances in analysis of subband amplitude envelopes of natural sounds have resulted in convincing synthesis, showing subband amplitudes to be a crucial component of perception. Probabilistic latent variable analysis is particularly revealing, but existing approaches don't incorporate prior knowledge about the physical behaviour of amplitude envelopes, such as exponential decay and feedback... (read more)

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