Wilkinson's Tests and SQL Packages

B. McCullough, Taha Mokfi, Mahsa Almaeenjad
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Abstract

Wilkinson's Tests are used to benchmark the accuracy of some statistical functions in six SQL packages: Apache Hive, Microsoft Access, Microsoft SQL Server, MySQL, Oracle 11g SQL, and SAP Hana. Using the best choice of data type, we find that different packages use different rounding schemes, two packages use unreliable algorithms to compute the sample variance, one package returns the population standard deviation when the sample standard deviation is called, and one package has an unstable algorithm for computing the correlation coefficient. Using the wrong data type all but guarantees inaccurate results.
威尔金森的测试和SQL包
使用威尔金森测试对六个SQL包(Apache Hive、Microsoft Access、Microsoft SQL Server、MySQL、Oracle 11g SQL和SAP Hana)中的一些统计函数的准确性进行基准测试。利用最佳数据类型选择,我们发现不同的包使用不同的舍入方案,两个包使用不可靠的算法来计算样本方差,一个包在调用样本标准差时返回总体标准差,一个包使用不稳定的算法来计算相关系数。使用错误的数据类型几乎保证了不准确的结果。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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