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In probability theory, the Azuma–Hoeffding inequality gives a concentration result for the values of martingales that have bounded differences.
Suppose { Xk : k = 0, 1, 2, 3,... } is a martingale and
almost surely. Then for all positive integers N and all positive reals ϵ {\displaystyle \epsilon } ,
And symmetrically :
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