Singular Value Decomposition Contd.

Diagonal of S contains singular values of A in the descending order.

A is formed from LSI as follows:

A = U^S * S^S * V^ST

U^S - derived from U removing all but the s columns

S^S - derived from S removing all but the largest s singular values

V^sT - derived from V^T removing all but the s corresponding rows