Top Subspace Synthesizing for Promotional Subspace Mining

Yan Zhang, Yiyu Jia, Chunying Zhao · 2011

In Promotional Subspace Mining (PSM), PatRanking provides an effective way to locate the outstanding subspaces for a given object among a group of competitive objects in multidimensional data. In this paper, we propose a top subspace synthesis framework that aims to integrate the results produced through independent PatRanking procedures on multiple data sets. This solution framework provides a more sophisticated top subspace evaluation method, a potential solution that distributes the computation burden, and an effective strategy for mining promotional subspaces under streaming data setting.

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