Web1 de jul. de 2008 · C. McDiarmid, On the method of bounded differences, Surveys in Combinatorics (Norwich 1989), London Math. Soc. Lecture Note Ser., 141 :148–188, 1989. F. Perron, Extremal properties of sums of Bernoulli random variables, Stat. Probab. Lett., 62 :345–354, 2003. Article MATH MathSciNet Google Scholar WebThe method of independent bounded differences (McDiarmid, 1989) gives largedeviation concentration bounds for multivariate functions in terms of the maximum effect that changing one coordinate of the input can have on the output. This method has been widely used in combinatorial applications, and in learning theory.

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Web1.1 Typical bounded differences inequality In this paper we develop a variant of the bounded differences inequality which can be used to establish concentration of functions f ( X … http://export.arxiv.org/abs/1212.5796v1 dichotomous analysis

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Web随机算法 (Fall 2011)/The Method of Bounded Differences Contents 1 Generalizations 1.1 The Doob martingales 1.2 Azuma's inequality -- general version 2 For arbitrary random variables 3 For... Web24 de jun. de 2003 · Since typical values of χ range from 2 to 4, the leverage weight in equation (7) decreases at an exponential rate with α, and hence the influence is bounded. Further, the weights in equation (7) are the product of the present value of the exponential term and the previous weight, so once a point has been downweighted because of … Web14 de abr. de 2024 · Past studies have also investigated the multi-scale interface of body and mind, notably with ‘morphological computation’ in artificial life and soft evolutionary robotics [49–53].These studies model and exploit the fact that brains, like other developing organs, are not hardwired but are able to ascertain the structure of the body and adjust … citizen free press trump