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math.ST2013
Nearly Optimal Sample Size in Hypothesis Testing for High-Dimensional Regression
Adel Javanmard, Andrea Montanari
We consider the problem of fitting the parameters of a high-dimensional linear regression model. In the regime where the number of parameters is comparable to or exceeds the sa…
math.ST2013★ 15 cited
Model Selection for High-Dimensional Regression under the Generalized Irrepresentability Condition
Adel Javanmard, Andrea Montanari
In the high-dimensional regression model a response variable is linearly related to covariates, but the sample size is smaller than . We assume that only a small subset…