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Exchangeable Sequences, Laws of Large Numbers, and the ...

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LLN for exchangeable sequences<br />

( ) n≥0<br />

( P)<br />

( )<br />

n σ Ω n ⊂ n+<br />

1<br />

Let Y be a sequence <strong>of</strong> -algebras on , Y Y , . Y Y Y<br />

Y<br />

∀n ≥ 0. Then, a sequence <strong>of</strong> r.v.s X is called a martingale if,<br />

{ n }<br />

( i) E X < ∞,<br />

each n;<br />

( ii) X is Y -measurable, each n;<br />

n n<br />

{ Y }<br />

n n≥0<br />

( iii )E X | Y = X a . s ., each m ≤ n .<br />

n m m<br />

Martingale Convergence Theorem:<br />

( X n ) { X n }<br />

Let be a martingale s.t. sup E < ∞.<br />

n≥1<br />

n<br />

1<br />

Then lim X n =<br />

X exists a. s. ( <strong>and</strong> is finite a. s.). Moreover, X is in L .<br />

n→∞

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