Bayesian time-aligned factor analysis of paired multivariate time series

Arkaprava Roy, Jana Schaich-Borg, David B Dunson

Many modern data sets require inference methods that can estimate the shared and individual-specific components of variability in collections of matrices that change over time. Pro…