Derivation of the equation
The probability that one test will fail is by definition
f. That two independent tests will both not fail is
(1-f)(1-f). That N tests will find no failures the
probability is an N-fold product of (1-f). Therefore, the probability
that this outcome will not be observed, which is the definition
of the upper confidence bound, is 1 - (1-f)^N.