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On the strength of comparisons in property testing

机译:关于性能测试中比较的优势

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An -test for a property P of functions from = 1 d to the positive integers is a randomized algorithm, which makes queries on the value of an input function at specified locations, and distinguishes with high probability between the case of the function satisfying P , and the case that it has to be modified in more than d places to make it satisfy P . We prove that an -test for any property defined in terms of the order relation, such as the property of being a monotone nondecreasing sequence, cannot perform less queries (in the worst case) than the best -test which uses only comparisons between the queried values. In particular, we show that an adaptive algorithm for testing that a sequence is monotone nondecreasing performs no better than the best non-adaptive one, with respect to query complexity. From this follows a tight lower bound on tests for this property.
机译:对从= 1 d到正整数的函数的属性P进行-test测试是一种随机算法,该算法对指定位置的输入函数的值进行查询,并以高概率区分函数满足P的情况。并且必须在d个以上的地方进行修改以使其满足P的情况。我们证明-对于按顺序关系定义的任何属性的-test(例如,作为单调非递减序列的属性)执行的查询(在最坏的情况下)都不会比仅在查询的之间进行比较的best -test执行更少的查询(在最坏的情况下)价值观。特别是,我们显示了一种用于测试序列为单调不递减的自适应算法,在查询复杂度方面,其性能不比最佳非自适应算法好。由此得出该属性测试的下限。

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