Decomposing feature-level variation with Covariate Gaussian Process Latent Variable Models

Kaspar Märtens, Kieran R. Campbell, Christopher Yau

Abstract: The interpretation of complex high-dimensional data typically requires the use of dimensionality reduction techniques to extract explanatory low-dimensional representations. However, in many real-w...