Past exam of the mathematics course of the University of Cambridge / 2013 / iii / Paper 59 / 4 / c / Solution

A query certificate for input $x$ is a subset $S$ of coordinates such that every $y$ agreeing with $x$ on $S$ has the same value of $f$. Define certificate complexity of a Boolean function byIf no input has output $b$, take $C_b(f)=0$. Unlike a decision tree, a query certificate may be selected with full knowledge of the input.

Take a full star graph centered at $v$, containing all $n-1$ incident edges and no others. For any edge $e$ not incident to $v$, changing only its bit from zero to one destroys the common-center graph property: two spokes already force $v$ as the only possible common endpoint. Therefore every positive query certificate for this input must include every nonincident edge bit, otherwise this one-bit change would preserve its answers but change the output. There are $\left(\genfrac{}{}{0ex}{}{n-1}{2}\right)$ such bits. Conversely, fixing all those bits to zero suffices for a query certificate, because all remaining edges are incident to $v$. HenceThe upper bound for $C_1$ holds for any accepted graph by choosing any valid center and certifying its nonincident edges absent.

For completeness, the negative side is much smaller. Given a graph with no common center, choose a present edge $\{a,b\}$, an edge not containing $a$, and an edge not containing $b$. These at most three present edges have empty common intersection and certify rejection. A triangle with isolated additional vertices needs all three of its present edges: with at most two queries, set every unqueried edge absent and the remaining present edges share a vertex. Thus the certificates for the common-center graph property satisfy