Ibragimov–Iosifescu conjecture for φ-mixing sequences

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Template:Short description Template:No footnotes Ibragimov–Iosifescu conjecture for φ-mixing sequences in probability theory is the collective name for 2 closely related conjectures by Ildar Ibragimov and ro:Marius Iosifescu.

Conjecture

Let (Xn,n∈ℕ) be a strictly stationary ϕ-mixing sequence, for which 𝔼(X02)<∞ and Var⁡(Sn)→+∞. Then Sn:=∑j=1nXj is asymptotically normally distributed.

ϕ -mixing coefficients are defined as ϕX(n):=sup⁡(|μ(B∣A)−μ(B)|,A∈ℱm,B∈ℱm+n,m∈ℕ), where ℱm and ℱm+n are the σ-algebras generated by the Xj,j⩽m (respectively j⩾m+n), and ϕ-mixing means that ϕX(n)→0.

Reformulated:

Suppose X:=(Xk,k∈𝐙) is a strictly stationary sequence of random variables such that EX0=0, EX02<∞ and ESn2→∞ as n→∞ (that is, such that it has finite second moments and Var⁡(X1+…+Xn)→∞ as n→∞).

Per Ibragimov, under these assumptions, if also X is ϕ-mixing, then a central limit theorem holds. Per a closely related conjecture by Iosifescu, under the same hypothesis, a weak invariance principle holds. Both conjectures together formulated in similar terms:

Let {Xn}n be a strictly stationary, centered, ϕ-mixing sequence of random variables such that EX12<∞ and σn2→∞. Then per Ibragimov Sn/σn→WN(0,1), and per Iosifescu S[n1]/σn→WW. Also, a related conjecture by Magda Peligrad states that under the same conditions and with ϕ1<1, W∼n→WW.

Sources