Exercise 9.1.2

$\star$ Prove the lower bound of $\lceil 3n/2 \rceil - 2$ comparisons in the worst case to find both the maximum and minimum of $n$ numbers. (Hint: Consider how many numbers are potentially either the maximum or minimum, and investigate how a comparison affects these counts.)

Each comparison can reduce both the potential minimums and maximums by one. Note that this is now always the case if we make two comparisons to infer that $a < b$ and $a < c$, we have excluded two elements from the potential minimums ($b$ and $c$), but only one from the potential maximums ($a$).

We can optimize by splitting the input in pairs and comparing each pair. After $n/2$ comparisons, we have reduced the potential minimums and potential maximums to $n/2$ each. Furthermore, those two sets are disjoint so now we have two problems, one minimum and one maximum, each of size $n/2$. The total number of comparisons is:

$$n/2 + 2(n/2 - 1) = n/2 + n - 2 = 3n/2 - 2$$

This assumes that $n$ is even. If $n$ is odd we need one additional comparison in order to determine whether the last element is a potential minimum or maximum. Hence the ceiling.