Past exam of the mathematics course of the University of Cambridge 2003 iii Paper 13 4 b Solution Created 2026-10-03 Updated 2026-10-14
The four functions theorem concerns nonnegative functions on the Boolean lattice. Its pointwise hypothesis and conclusion areWe prove it by eliminating coordinates.
The elementary step is the two-point four-functions inequality. Suppose for . Put , , , . Then and, using the two diagonal bounds,If , yields . If , both cross terms vanish and the same conclusion holds. Adding the diagonal bounds gives
For subsets , take , , and , where , . The original hypothesis supplies precisely the four inequalities of the elementary step. Therefore the marginal functionsand similarly , satisfy the same pointwise hypothesis on . Induction, starting with the one-element Boolean lattice on the empty ground set, proves the four functions theorem. This proof includes zero-valued functions without division by zero.
For the Harris-Kleitman inequality, let be increasing set families, meaning they contain every superset of each member. In the theorem take , , and . If and , their union belongs to both increasing families, so the hypothesis holds. Thus, for the uniform probability measure on subsets,Mapping every subset to its complement proves the same Harris-Kleitman inequality for two decreasing families. An increasing and a decreasing family have the reverse inequality: apply positive correlation to the increasing family and the complement, as a family, of the decreasing one. More generally, increasing nonnegative functions obey the corresponding positive-correlation bound by the same four-functions substitution, since both function values at the union dominate the original values. For an independent-coordinate product measure, multiply all four functions by its weight ; the identity preserves the hypothesis and proves the weighted Harris inequality too.
Finally, replace each intersecting family by its upward closure of a set family . It is still intersecting: two supersets of intersecting members have nonempty intersection. It contains at most one of each pair , and hence . Let be the complement of as a family. These families are decreasing and have measure at least one half. Their intersections are decreasing too, so repeated Harris-Kleitman inequality givesTaking complements and using proves the union bound for intersecting families:For , equality is attained by the families of sets containing coordinate , . For , the displayed real bound implies the integer bound , which is attained by using the coordinate families and repeating families as necessary.