Probability theory MOC

Chernoff's inequality

Let 𝑋 :𝜉 →ℝ be a real random variable and 𝑎 ≥0 and 𝑡 ≥0. Then #m/thm/prob

ℙ(𝑋≥𝑎)≤𝔼⁡[e𝑡𝑋]e𝑡𝑎
Proof

By Markov's inequality

ℙ(e𝑡𝑋≥e𝑡𝑎)≤𝔼⁡[e𝑡𝑋]e𝑡𝑎

as required.


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