This paper gives a reasonably self-contained account for some recent progre
ss on functional inequalities, semigroup properties and spectrum estimates.
Two sorts of functional inequalities are considered, they are actually equ
ivalent and are general forms of Sobolev type inequalities. Semigroup prope
rties, spectrum estimates and concentration of measures are described using
these inequalities. Some criteria of functional inequalities and estimates
of the spectral gap and the log-Sobolev constant are presented for diffusi
ons on Riemannian manifolds and jump processes. Most yet unpublished result
s are reproved.