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RANDOM FIELDS AND THEIR GEOMETRY

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10 1. Random fields<br />

FIGURE 1.3.2. Construction of some lower layers.<br />

The class of lower layers in [0, 1] 2 certainly includes all sets made up<br />

by taking those points that lie between the axes and one of the step-like<br />

structures of Figure 1.3, where each step comes from the horizontal and<br />

vertical sides of some Tnj with, perhaps, different n.<br />

Note that since the squares Cnj are disjoint for all n and j, the random<br />

variables W (Cnj) are independent. Also |Cnj| = 4 −(n+1) for all n, j.<br />

Let D be the negative diagonal {(s, t) ∈ [0, 1] 2 : s + t = 1} and Lnj =<br />

D ∩ Tnj. For each n ≥ 1, each point p = (s, t) ∈ D belongs to exactly one<br />

such interval L n,j(n,p) for some unique j(n, p).<br />

For each p ∈ D and M < ∞ the events<br />

Enp<br />

∆<br />

= {W (C n,j(n,p)) > M2 −(n+1) }<br />

are independent for n = 0, 1, 2, ..., and since W (Cnj)/2 −(n+1) is standard<br />

normal for all n and j they also have the same positive probability. Thus,<br />

for each p we have that, for almost all ω, the events Enp occur for all but<br />

finitely many n. Let n(p) = n(p, ω) be the least such n.<br />

Since the events Enp(ω) are measurable jointly in p and ω, Fubini’s theorem<br />

implies that, with probability one, for almost all p ∈ D (with respect<br />

to Lebesgue measure on D) some Enp occurs, and n(p) < ∞. Let<br />

Vω = �<br />

Aω<br />

Bω<br />

p∈D<br />

T n(p),j(n(p),p),<br />

∆<br />

= {(s, t) : s + t ≤ 1} ∪ Vω,<br />

∆<br />

= Aω \ �<br />

Cn(p),j(n(p),p). p∈D

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