Before revision:  We construct this metric learning problem as a manifold optimization problem and solve it with the Cayleytransformation method with the Barzilai-Borweinstep size.
After revision:  We construct this metric learning problem as a manifold optimization problem and solve it with the Cayley transformation method with the Barzilai-Borweinstep size.