Distribution Rules with Numeric Attributes of Interest

Distribution Rules with Numeric Attributes of Interest
复制标题

具有感兴趣的数字属性的分布规则

DOI:
--
复制
发表时间:
2006
期刊:
European Conference on Principles of Data Mining and Knowledge Discovery
影响因子:
--
通讯作者:
Fernando Pereira
Fernando Pereira
中科院分区:
--
文献类型:
--
作者:
A. Jorge;P. Azevedo;Fernando Pereira

文献摘要

被引文献

相似文献

在本文中,我们介绍了分布规则,一类关联规则的分布后件。分布规则与定量关联规则有关,但可以被视为一个更基本的概念,对学习分布很有用。我们正式的主要概念,并指出应用程序的任务,如频繁模式发现,子组发现和预测。描述了一种有效的分配规则生成算法。我们还提供兴趣测量,可视化技术和评估。
In this paper we introduce distribution rules, a kind of association rules with a distribution on the consequent. Distribution rules are related to quantitative association rules but can be seen as a more fundamental concept, useful for learning distributions. We formalize the main concepts and indicate applications to tasks such as frequent pattern discovery, sub group discovery and forecasting. An efficient algorithm for the generation of distribution rules is described. We also provide interest measures, visualization techniques and evaluation.