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Bounded branching process and and/or tree evaluation
Authors:Richard M Karp  Yanjun Zhang
Abstract:We study the tail distribution of supercritical branching processes for which the number of offspring of an element is bounded. Given a supercritical branching process {Zn}urn:x-wiley:10429832:media:RSA3240070202:tex2gif-stack-1 with a bounded offspring distribution, we derive a tight bound, decaying super-exponentially fast as c increases, on the probability PrZn > cE(Zn)], and a similar bound on the probability PrZnE(Zn)/c] under the assumption that each element generates at least two offspring. As an application, we observe that the execution of a canonical algorithm for evaluating uniform AND/OR trees in certain probabilistic models can be viewed as a two-type supercritical branching process with bounded offspring, and show that the execution time of this algorithm is likely to concentrate around its expectation, with a standard deviation of the same order as the expectation.
Keywords:
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