Vitória Barin Pacela

Binary independent component analysis: a non-stationarity-based approach

We consider independent component analysis of binary data. While fundamental in practice, this case has been much less developed than ICA for continuous data. We start by assuming a linear mixing model in a continuous-valued latent space, followed by a binary observation model. Importantly, we assum…