Convergence concepts in probability MOC

Convergence almost surely

Convergence almost surely is convergence almost everywhere on real random variables. #m/def/prob A sequence (𝑋𝑖)∞𝑖=1 of real random variables converges almost surely to a real random variable 𝑋 iff

ℙ(lim𝑖→∞𝑋𝑖=𝑋)=1

which is equivalent to either of the following conditions holding for all 𝜖 >0

ℙ(lim𝑖→∞|𝑋𝑛−𝑋|<𝜖)=1lim𝑖→∞ℙ(sup𝑗≥𝑖|𝑋𝑖−𝑋|>𝜖)=0∞∑𝑖=1ℙ(|𝑋𝑖−𝑋|>𝜖)<∞
Proof

#missing/proof

Properties


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