Concentration Inequalities

نویسنده

  • STEVEN P. LALLEY
چکیده

1.1. Azuma-Hoeffding Inequality. Concentration inequalities are inequalities that bound probabilities of deviations by a random variable from its mean or median. Our interest will be in concentration inequalities in which the deviation probabilities decay exponentially or superexponentially in the distance from the mean. One of the most basic such inequality is the Azuma-Hoeffding inequality for sums of bounded random variables.

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تاریخ انتشار 2013