A new data structure called interpolation search tree (IST) is present
ed which supports interpolation search and insertions and deletions. A
mortized insertion and deletion cost is O(log n). The expected search
time in a random file is O(log log n). This is not only true for the u
niform distribution but for a wide class of probability distributions.