Study of fuzzy weighting subspace clustering for streaming data

To address the problems for clustering high dimensional data, subspace clustering has attracted increasing attention in recent years. However, the existing subspace clustering methods cannot be effectively applied to large-scale high dimensional data and data streams. In this study, we extend the scalable clustering technique to subspace clustering to form a streaming soft subspace clustering. We propose a novel fuzzy weighting subspace clustering for streaming data, FWSC-SD. Experimental results demonstrate that FWSC-SD is generally effective in clustering for high dimensional streaming data. © 2014 by Binary Information Press