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