Rotation Invariant Householder Parameterization for Bayesian PCA

Rajbir S. Nirwan, Nils Bertschinger

We consider probabilistic PCA and related factor models from a Bayesian perspective. These models are in general not identifiable as the likelihood has a rotational symmetry. This…