Proof of Bonferroni Inequalities


Definitions and Notation.

A measure spaceMathworldPlanetmath is a triple (X,Σ,μ), where X is a set, Σ is a σ-algebra over X, and μ:Σ→[0,∞] is a measure, that is, a non-negative function that is countably additive. If A∈Σ, the characteristic functionMathworldPlanetmathPlanetmathPlanetmathPlanetmath of A is the function χA:X→R defined by χA⁢(x)=1 if x∈A, χA⁢(x)=0 if x∉A. A unimodal sequence is a sequenceMathworldPlanetmath of real numbers a0,a1,…,an for which there is an index k such that ai≤ai+1 for i<k and ai≥ai+1 for i≥k.

The proof of the following easy lemma is left to the reader:

Lemma 1.

If a0≤a1≤…≤ak≥ak+1≥ak+2≥…≥an is a unimodal sequence of non-negative real numbers with ∑i=0n(-1)i⁢ai=0, then ∑i=0j(-1)i⁢ai≥0 for even j and ≤0 for odd j.

Since the binomial sequence ((ai))0≤i≤n with integer a>0 and integer n≥a satisfies the hypothesisMathworldPlanetmath of Lemma 1, we have:

Corollary 1.

If a is a positive integer, ∑i=0j(-1)i⁢(ai)≥0 for even j and ≤0 for odd j.

Lemma 2.

Let (Ai)1≤i≤n be a sequence of sets and let X=⋃1≤i≤nAi. For x∈X, let I⁢(x) be the set of indices j such that x∈Aj. If 1≤k≤n,

∑1≤i1<i2<…<ik≤nχAi1∩Ai2∩…∩Aik⁢(x)=(|I⁢(x)|k)

for all x∈X.

Proof.

χAi1∩Ai2∩…∩Aik⁢(x)=1 if {i1,i2,…,ik}⊆I⁢(x), and =0 otherwise. Therefore the sum equals the number of k-subsets of I⁢(x), which is (|I⁢(x)|k). ∎

Theorem 1.

Let (X,Σ,μ) be a measure space. If (Ai)1≤i≤n is a finite sequence of measurable setsMathworldPlanetmath all having finite measure, and

Sj=μ⁢(A1∪A2∪…∪An)+∑k=1j(-1)k⁢∑1≤i1<i2<…<ik≤nμ⁢(Ai1∩Ai2∩…∩Aik)

then Sj≥0 for even j, and ≤0 for odd j. Moreover, Sn=0 (Principle of Inclusion-Exclusion).

Proof.

Let Y=⋃1≤i≤nAi.

Sj = ∫Y𝑑μ+∑k=1j(-1)k⁢∑1≤i1<i2<…<ik≤n∫YχAi1∩Ai2∩…∩Aik⁢𝑑μ
= ∫Y𝑑μ+∑k=1j(-1)k⁢∫Y(∑1≤i1<i2<…<ik≤nχAi1∩Ai2∩…∩Aik)⁢𝑑μ

By Lemma 2,

Sj = ∫Y𝑑μ+∑k=1j(-1)k⁢∫Y(|I⁢(x)|k)⁢𝑑μ
= ∑k=0j(-1)k⁢∫Y(|I⁢(x)|k)⁢𝑑μ
= ∫Y∑k=0j(-1)k⁢(|I⁢(x)|k)⁢d⁢μ

Since |I⁢(x)|>0 for x∈Y, it follows from Corollary 1 that, in the last integral, the integrand is ≥0 for even j and ≤0 for odd j. Therefore the same is true for the integral itself. In additionPlanetmathPlanetmath, the integrand is identically 0 for j=n, hence Sn=0. ∎

This proof shows that at the heart of Bonferroni’s inequalities lie similar inequalities governing the binomial coefficientsMathworldPlanetmath.

Title Proof of Bonferroni Inequalities
Canonical name ProofOfBonferroniInequalities
Date of creation 2013-03-22 19:12:44
Last modified on 2013-03-22 19:12:44
Owner csguy (26054)
Last modified by csguy (26054)
Numerical id 6
Author csguy (26054)
Entry type Proof
Classification msc 60A99