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Chopper: Efficient Algorithm for Tree Mining

机译:斩波器:高效的树木挖掘算法

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With the development of Internet, frequent pattern mining has been extended to more complex patterns like tree mining and graph mining. Such applications arise in complex domains like bioinformatics, web mining, etc. In this paper, we present a novel algorithm, named Chopper, to discover frequent subtrees from ordered labeled trees. An extensive performance study shows that the newly developed algorithm outperforms TreeMiner V, one of the fastest methods proposed previously, in mining large databases. At the end of this paper, the potential improvement of Chopper is mentioned.
机译:随着Internet的发展,频繁的模式挖掘已扩展到更复杂的模式,例如树挖掘和图挖掘。这种应用出现在诸如生物信息学,网络挖掘等复杂领域。在本文中,我们提出了一种名为Chopper的新颖算法,可以从有序标记树中发现频繁的子树。广泛的性能研究表明,在挖掘大型数据库中,新开发的算法优于TreeMiner V(以前提出的最快方法之一)。在本文的最后,提到了Chopper的潜在改进。

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