论文标题

托勒密分配机制

A Ptolemaic Partitioning Mechanism

论文作者

Connor, Richard

论文摘要

多年来,精确的度量搜索依赖三角形不等式的特性在未计算的距离上给出了下限。两种排除机制来自该特性,通常称为枢轴排除和超平面排除。这些机制在任何适当的度量空间中都起作用,并且是许多度量索引机制的基础。最近,托勒密和四点下限特性已被证明可以在公制空间的某些子类中具有更严格的边界。 三角形不等式和四点下限直接暗示着直接的分区机制:也就是说,一种根据固定分区将有限空间划分的方法,以便可以从查询时间中的搜索中消除一个或多个类别的分区。但是,到目前为止,尚未确定托勒密不平等的分区原理,该原理仅被用作过滤机制。 在这里,提出了托勒密下限的一种新颖的分区机制。它总是比枢轴或超平面分区更好。虽然排除条件本身比希尔伯特(四点)排除弱,但其计算更便宜。此外,就每个查询测得的距离数量,它可以与Hilbert排除相结合,以提供新的最大排除功率。

For many years, exact metric search relied upon the property of triangle inequality to give a lower bound on uncalculated distances. Two exclusion mechanisms derive from this property, generally known as pivot exclusion and hyperplane exclusion. These mechanisms work in any proper metric space and are the basis of many metric indexing mechanisms. More recently, the Ptolemaic and four-point lower bound properties have been shown to give tighter bounds in some subclasses of metric space. Both triangle inequality and the four-point lower bound directly imply straightforward partitioning mechanisms: that is, a method of dividing a finite space according to a fixed partition, in order that one or more classes of the partition can be eliminated from a search at query time. However, up to now, no partitioning principle has been identified for the Ptolemaic inequality, which has been used only as a filtering mechanism. Here, a novel partitioning mechanism for the Ptolemaic lower bound is presented. It is always better than either pivot or hyperplane partitioning. While the exclusion condition itself is weaker than Hilbert (four-point) exclusion, its calculation is cheaper. Furthermore, it can be combined with Hilbert exclusion to give a new maximum for exclusion power with respect to the number of distances measured per query.

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