  R\'enyi entropy is a one-parameter generalization of Shannon entropy, which
has been used in various fields of physics. Despite its wide applicability, the
physical interpretations of the R\'enyi entropy are not widely known. In this
paper, we discuss some basic properties of the R\'enyi entropy relevant to
physics, in particular statistical mechanics, and its physical interpretations
using free energy, replicas, work, and large deviation.
