Bayesian Non-linear Latent Variable Modeling via Random Fourier Features

Michael Minyi Zhang, Gregory W. Gundersen, Barbara E. Engelhardt

The Gaussian process latent variable model (GPLVM) is a popular probabilistic method used for nonlinear dimension reduction, matrix factorization, and state-space modeling. Inferen…