Data consisting of time-indexed distributions cross-sectional or intraday returns have been extensively studied in finance, and provide one example which the data atoms consist serially dependent probability distributions. Motivated by such data, we propose an autoregressive model for density time series exploiting tangent space structure on that is induced Wasserstein metric. The densities the...