Pravesh Biyani

Online Variational Bayesian Subspace Filtering

Many real world applications that suffer from missing data and outliers can be modeled in a matrix completion framework. In this paper, we consider low-rank matrices whose subspace evolves according to a state-space model and propose an online variational Bayesian formulation to learn the low rank c…