A polyhedron (or
real polyhedron, or
convex polyhedron) is a
set $P \subset \R ^n$ for which there exists $A
\in \R ^{m \times n}$ and $b \in \R ^{m}$
satisfying
\[
P = \Set{x \in \R ^n}{Ax \leq b}.
\]
A polyhedron $P$ is a
polytope (a
real polytope) if it is
bounded.
In other words, there exists $x_0 \in P$ and
$M > 0$ such that
\[
P \subset B_M(x_0) = \Set{x }{\norm{x - x_0} < M}
\]
As usual, the dimension of a polyhedron $P$ is the dimension of the affine hull of $P$, which we denote by $\dim P$. $P$ is called full-dimensional if $\dim P = n$. An equivalent condition for $P$ to be full-dimensional is that there exist an interior point of $P$ (as a subset of $\R ^n$)
Caution: some authors have a more relaxed notion of polyhedra, which does not require the polyhedra be convex.