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Minimax bounds for sparse PCA with noisy high dimensional data

Type: Journal Paper

Publisher: The Institute of Mathematical Statistics

Year: 2013

Optimal detection of sparse principal components in high dimension

Type: Journal Paper

Author : Berthet, Quentin - Rigollet, Philippe

Publisher: The Institute of Mathematical Statistics

Year: 2013

Sparse principal component analysis and iterative thresholding

Type: Journal Paper

Author : Ma, Zongming

Publisher: The Institute of Mathematical Statistics

Year: 2013

Author

Berthet, Quentin - Rigollet, Philippe (1)

Ma, Zongming (1)

Publisher

The Institute of Mathematical Statistics (3)

Year

2013 (3)

Keywords

spiked covariance model (3)

high (2)

principal component analysis (2)

sparsity (2)

Dimension reduction (1)

High (1)

minimax lower bounds (1)

Minimax risk (1)

planted clique (1)

principal subspace (1)

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Journal Paper (3)

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English (3)

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Metadata Only (3)

Publication Title

The Annals of Statistics (3)

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