Manifold Optimization Over the Set of Doubly Stochastic Matrices: A Second-Order Geometry
Over the decades, multiple approaches have been proposed to solve convex programs. The development of interior-point methods allowed solving a more general set of convex programs known as semi-definite and second-order cone programs. However, these methods are excessively slow for high dimensions.