Bayesian Inference on Matrix Manifolds for Linear Dimensionality Reduction

Andrew Holbrook, Alexander Vandenberg-Rodes, Babak Shahbaba

We reframe linear dimensionality reduction as a problem of Bayesian inference on matrix manifolds. This natural paradigm extends the Bayesian framework to dimensionality reduction…