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The binomial transform and the analysis of skip lists

机译:二项式变换和跳过列表分析

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To any sequence of real numbers (a{sub}n){sub}(n≥0), we can associate another sequence (a{sub}s ){sub}(s≥0), which Knuth calls its binomial transform. This transform is defined through the rule We study the properties of this transform, obtaining rules for its manipulation and a table of transforms, that allow us to invert many transforms by inspection. We use these methods to perform a detailed analysis of skip lists, a probabilistic data structure introduced by Pugh as an alternative to balanced trees. In particular, we obtain the mean and variance for the cost of searching for the first or the last element in the list (confirming results obtained previously by other methods), and also for the cost of searching for a random element (whose variance was not known). We obtain exact solutions, although not always in closed form. From them we are able to find the corresponding asymptotic expressions.
机译:对于任何实数序列(a {sub} n){sub}(n≥0),我们可以将另一个序列(a {sub} s){sub}(s≥0)关联起来,Knuth称其为二项式变换。通过规则定义此变换。我们研究此变换的属性,获取其操作规则和变换表,以使我们可以通过检查来反转许多变换。我们使用这些方法对跳跃列表进行详细分析,跳跃列表是Pugh引入的一种概率数据结构,可以替代平衡树。特别是,我们获得均值和方差,即搜索列表中第一个或最后一个元素的成本(确认先前通过其他方法获得的结果),以及搜索随机元素的成本(均方差不是已知)。我们获得精确的解决方案,尽管并不总是封闭形式。从中我们可以找到相应的渐近表达式。

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