ComputingComputer ScienceData ScienceBig Data AnalyticsData MiningEnsemble PerformanceDimensionality ReductionEnsemble LearningEnsemble MethodsPrincipal Component AnalysisUnsupervised LearningEnsemble ClusteringKernel ClusteringMulti-view ClusteringMulti-view Modeling
Multi-view clustering and clustering ensembles have become increasingly popular in recent years. Multi-view clustering employs the relationship between views to cluster data; clustering ensembles combine different component c1usterings to a better final partition. In this paper, we proposed the multi-view clustering ensembles which extend clustering ensembles to multi-view clustering. Experimental results show good performances of multi-view spectral clustering ensembles and multi-view kernel k-means clustering ensembles on real datasets.
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On Spectral Clustering: Analysis and an algorithm
Andrew Y. Ng, Michael I. Jordan, Yair Weiss · 2001 · 7.8K citations
Co-regularized Multi-view Spectral Clustering
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A survey of multi-view machine learning
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