A Sparse Spectral Clustering Framework via Multiobjective Evolutionary Algorithm.

IEEE Transactions on Evolutionary Computation(2016)

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摘要
This paper introduces sparse representation into spectral clustering and provides a sparse spectral clustering framework via a multiobjective evolutionary algorithm. In contrast to conventional spectral clustering, the main contribution of this paper is to construct the similarity matrix using a sparse representation approach by modeling spectral clustering as a constrained multiobjective optimiza...
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关键词
Sparse matrices,Clustering algorithms,Symmetric matrices,Algorithm design and analysis,Sociology,Statistics,Laplace equations
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