By Yupei Zhang

Sparse Learning:

Sparsity Learning (foundation)

(1) Emergence of simple-cell receptive field properties by learning a sparse code for natural images.

"Appearing in Nature-1996".[PDF]

Its detailed version is:

Sparse Coding with an Overcomplete Basis Set: A Strategy Employed by V1?

"Appear in Vision Research-1997".[PDF]

(2) Regression and Selection via The Lasso. "Appearing in JRSS-1996".    [PDF]

The noted study of sparsity for feature selection in statistics.

Sparsity Learning for Clustering

(1) sparse subspace clustering: Algorithm, Theory and Applications. "Appearing in PAMI-2013".     [PDF]

The collection of data from multiple classes or categories lies in a union of low-dimensional subspaces.

(2)

Sparsity Learning for Classification

Manifold Learning:

i)