Before revision:  It transforms patterns of interest, or manifolds, in datato regions in a lower-dimensional latent space. When the manifolds are highly complicated, the NLDR transformation has to provide sufficient nonlinearity for downstream tasks. This paperproposes a novel method, called  deep manifold transformation (DMT) , to tackle this problem.
After revision:   deep manifold transformation (DMT) , to tackle this problem.