In this paper we show that the euclidean ball of radius
1
1
in
R
n
\mathbb {R}^n
can be approximated up to
ε
>
0
\varepsilon >0
, in the Hausdorff distance, by a set defined by
N
=
C
(
ε
)
n
N = C(\varepsilon )n
linear inequalities. We call this set a ZigZag set, and it is defined to be all points in space satisfying
50
50%
or more of the inequalities. The constant we get is
C
(
ε
)
=
C
ln
(
1
/
ε
)
/
ε
2
C(\varepsilon ) = C \ln (1/\varepsilon )/\varepsilon ^2
, where
C
C
is some universal constant. This should be compared with the result of Barron and Cheang (2000), who obtained
N
=
C
n
2
/
ε
2
N = Cn^2/\varepsilon ^2
. The main ingredient in our proof is the use of Chernoff’s inequality in a geometric context. After proving the theorem, we describe several other results which can be obtained using similar methods.