Concepedia

Symmetric low-rank representation for subspace clustering

Jie Chen, Haixian Zhang, Hua Mao, Yongsheng Sang, Yi Zhang

Neurocomputing · 2015 · 26 citations · 52 references

Open access

Concepts

ComputingComputer ScienceData ScienceData MiningOptimizationRepresentation TheoryDimension ReductionDimensionality ReductionMatrix FactorizationPrincipal Component AnalysisRepresentation LearningUnsupervised LearningLow-rank ApproximationLow-rank Matrix FactorizationSubspace ClusteringSubspace LearningSymmetric Representation

References

52

Regression Shrinkage and Selection Via the Lasso

Robert Tibshirani · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 1996 · 51.8K citations

Business, Biostatistics, Computer Science +17

Random sample consensus

Martin A. Fischler, Robert C. Bolles · Communications of the ACM · 1981 · 25.5K citations · Full text

Computing, Computer Science, Computer Vision +13

Normalized cuts and image segmentation

Jianbo Shi, Jitendra Malik · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2000 · 15.7K citations

Computing, Computer Science, Computer Vision +12

A tutorial on spectral clustering

Ulrike von Luxburg · Statistics and Computing · 2007 · 10.3K citations · Full text

Computing, Computer Science, Data Mining +10

Robust principal component analysis?

Emmanuel J. Candès, Xiaodong Li, Yi Ma et al. · Journal of the ACM · 2011 · 6.9K citations

Computing, Computer Science, Computer Vision +16