计算机算法的置信度复杂度

A. Kiktenko, M. Lunkovskiy, K. Nikiforov
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引用次数: 5

摘要

通过并行计算的数值实验,对算法复杂度作为随机值进行了统计研究。对于一段输入数据大小,得到该随机值的点特征及其置信区间。确定了基于γ分布的置信复杂度函数值。得到了以下结果:所使用的标准足以预测给定输入类型的平均执行时间及其置信区间。
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Confidence complexity of computer algorithms
A statistical research of an algorithm complexity as a random value was carried out via numerical experimentation using parallel computation. For a segment of input data sizes point characteristics for this random value and its confidence interval are obtained. Confidence complexity function value based on gamma-distribution is determined. The following result have been obtained: the used criteria are adequate for predicting the mean execution time and its confidence intervals for given input types.
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