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Median graph computation by means of a genetic approach based on minimum common supergraph and maximum common subraph

机译:基于最小公共超图和最大公共子图的遗传方法计算中值图

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摘要

Given a set of graphs, the median graph has been theoretically presented as a useful concept to infer a representative of the set.\udHowever, the computation of the median graph is a highly complex task and its practical application has been very limited up to now. In this work we present a new genetic algorithm for the median graph computation.\udA set of experiments on real data, where none of the existing algorithms for the median graph computation could be applied up to now due to their computational complexity, show that we obtain good\udapproximations of the median graph. Finally, we use the median graph in a real nearest neighbour classification showing that it leaves the box of the only-theoretical concepts and demonstrating, from a practical point of view, that can be a useful tool to represent a set of graphs.
机译:给定一组图,理论上已经提出了中值图作为推断集合的代表的有用概念。\ ud但是,中值图的计算是一个非常复杂的任务,到目前为止,其实际应用一直非常有限。 。在这项工作中,我们提出了一种用于中值图计算的新遗传算法。\ ud在真实数据上进行的一组实验,由于它们的计算复杂性,到目前为止,现有的中值图计算算法均无法应用。获得中值图的好\ ud逼近。最后,我们在真正的最近邻居分类中使用中位数图,这表明中位数图脱离了仅理论概念的框,并从实际角度证明了这可能是表示一组图的有用工具。

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