Two methods
Tenenbaum et.als
Isomap
Algorithm
Global approach.
On a low dimensional embedding
Nearby points should be nearby.
Farway points should be faraway.
Roweis and Sauls
Locally Linear Embedding
Algorithm
Local approach
Nearby points nearby