Summary..
Good representational capacity
Convergence limited by the manifold curvature and number of points.
Computationally efficient..sparse matrices
Dynamic programming approaches
Local aproach
Global approach
Model local neighborhoods as linear a patches and then embed in a lower dimensional manifold.
Do MDS on the geodesic distance matrix.
LLE
ISOMAP