In this paper we give a construction of a small approximately min-wise inde
pendent family of hash functions, i.e., a family of hash functions such tha
t for any set of arguments X and x is an element of X, the probability that
the value of a random function from that family only will be the smallest
among all values of that function on X is roughly 1//X/. The number of bits
needed to represent each function is O(log n . log 1/epsilon). This constr
uction gives a solution to the main open problem of A. Broder ct nl. (in "S
TOC'98"). (C) 2001 Academic Press.