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Chapter 86 A Method for Integrating Interfaces Based on Cluster Ensemble in Digital Library Federation

机译:第86章基于数字图书馆联合中基于群集集群集成接口的方法

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Recently, there are more demands in a digital library federation to integrate multiple query interfaces into one for users. Since different interfaces have various descriptions for the same concept and the amount of interfaces are numerous, it is hard to provide complete and exact domain knowledge. Hence, the methods of clustering are usually adopted to generate an integrated interface. However, over one same properties set, the results for clustering may be diverse according to the differences of clustering algorithms or parameters setting for the same algorithm. Nevertheless, we could obtain one more complete and exact integrated interface with the aid of cluster ensemble by merging multiple clustering results. In this paper, based on the principle of cluster ensemble, we propose a single clustering algorithm with uncertainty regarding that one property may belong to more than one possible cluster division during integration. We also propose a fusing cluster algorithm to obtain cluster ensemble that satisfying interface integration and it shows favorable performances than the existing methods.
机译:最近,数字图书馆联合会有更多的要求将多个查询接口集成到用户中。由于不同的接口对相同的概念具有各种描述,并且界面的数量很多,因此很难提供完整和精确的域知识。因此,通常采用群集方法来生成集成接口。然而,在一个相同的属性集中,群集的结果可以根据聚类算法的差异或相同算法的参​​数设置的差异来不同。尽管如此,我们可以通过合并多个聚类结果来获得更完整和完善的集成接口。在本文中,基于集群集群的原理,我们提出了一种具有不确定性的单个聚类算法,该算法有一个属性可以在集成期间属于多于一个可能的群集划分。我们还提出了一种融合的集群算法来获得满足界面集成的群集集合,并且它显示出比现有方法的有利性能。

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