  The shrinkage function is widely used in matrix low-rank approximation,
compressive sensing, and statistical estimation. In this article, an elementary
derivation of the shrinkage function is given. In addition, applications of the
shrinkage function are demonstrated in solving several well-known problems,
together with a new result in matrix approximation.
