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Lorden's inequality

In probability theory, Lorden's inequality is a bound for the moments of overshoot for a stopped sum of random variables, first published by Gary Lorden in 1970. Overshoots play a central role in renewal theory.

Statement of inequality

Let X<sub>1</sub>, X<sub>2</sub>, ... be independent and identically distributed positive random variables and define the sum S<sub>n</sub>&nbsp;=&nbsp;X<sub>1</sub>&nbsp;+&nbsp;X<sub>2</sub>&nbsp;+&nbsp;...&nbsp;+&nbsp;X<sub>n</sub>. Consider the first time S<sub>n</sub> exceeds a given value b and at that time compute R<sub>b</sub>&nbsp;=&nbsp;S<sub>n</sub>&nbsp;−&nbsp;b. R<sub>b</sub> is called the overshoot or excess at b. Lorden's inequality states that the expectation of this overshoot is bounded as

:

Proof

Three proofs are known due to Lorden, Carlsson and Nerman and Chang.

See also

References