A new theory known as Compressed Sensing (CS) has recently emerged that can also be categorized as a type of dimensionality reduction. Like manifold learning, CS is strongly model-based (relying on sparsity in particular).

To continue reading the article , please open the following link : http://cnx.org/content/m18733/latest/