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Showing 1 to 2 of 2 for “"Sparsistency"”.
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A penalized estimation procedure for varying coefficient models
… properties of estimation consistency and sparsistency of the proposed method are established. The term of sparsistency refers to the property that the functional sparsity can be consistently detected.
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Some Advanced Model Selection Topics for Nonparametric/Semiparametric Models with High-Dimensional Data
Model and variable selection have attracted considerable attention in areas of application where datasets usually contain thousands of variables. Variable selection is a critical step to reduce the dimension of high dimensional data by eliminating irrelevant variables. The general objective of …