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A simple greedy algorithm for finding functional relations: efficient implementation and average case analysis

机译:一种简单的贪婪算法,用于查找功能关系:有效实现和平均案例分析

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摘要

Inferring functional relations from relational databases is important for the discovery of scientific knowledge because many experimental data are represented in the form of tables and many rules are represented in the form of functions. A simple greedy algorithm has been known as an approximation algorithm for this problem. This paper presents an efficient implementation of the algorithm. This paper also shows that the algorithm can identify an exact solution for simple functions if input data for each function are generated uniformly at random and the size of the domain is bounded by a constant. Results of computational experiments using artificially generated data are presented to verify the approach.
机译:从关系数据库中推断功能关系对于科学知识的发现很重要,因为许多实验数据以表格的形式表示,而许多规则以功能的形式表示。一种简单的贪婪算法已被称为对此问题的近似算法。本文提出了该算法的有效实现。本文还表明,如果每个函数的输入数据是随机随机生成的,并且域的大小受常数限制,则该算法可以为简单函数确定精确的解决方案。提出了使用人工生成的数据进行计算实验的结果,以验证该方法。

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