Entropic optimal transport problems are regularized versions of optimal transport problems.The Sinkhorn algorithm is commonly used to solve these problems for finite spaces.A finite-dimensional recursive formulation of the Sinkhorn algorithm for Gaussian multivariate models is proposed.The algorithm is closely related to the Kalman filter and provides closed form expressions for entropic transport maps and Schrödinger bridges.