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Provides theoretical insights and justification of the statistical procedures for the analysis of high-dimensional data Presents a general framework of regularization methods Covers feature screening for ultrahigh-dimensional data Describes large-scale covariance estimation
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Provides theoretical insights and justification of the statistical procedures for the analysis of high-dimensional data Presents a general framework of regularization methods Covers feature screening for ultrahigh-dimensional data Describes large-scale covariance estimation