We prove that the red-blue discrepancy of the set system formed by n points
and n axis-parallel boxes in R-d can be as high as n(Omega (1)) in any dim
ension d = Omega (log n). This contrasts with the fixed-dimensional case d
= O(1), where the discrepancy is always polylogarithmic. Mure generally we
show that in any dimension 1 < d = O(log n) the maximum discrepancy is 2(Om
ega (d)). Our result also leads to a new lower bound on the complexity of o
ff-line orthogonal range searching. This: is: the problem of summing up wei
ghts in boxes, given n weighted points and n boxes in R-d. We prove that th
e number of arithmetic operations is at least Omega (nd + n log log n) in a
ny dimension d = O (log n).