Entropic optimal transport problems are important in machine learning and generative modeling.The Sinkhorn algorithm is commonly used to solve these problems in finite spaces.This article presents a finite-dimensional recursive formulation of the Sinkhorn algorithm for general Gaussian multivariate models.The algorithm is closely related to the Kalman filter and provides closed form expressions of entropic transport maps and Schrödinger bridges.