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We attempt to recover an -dimensional vector observed in white noise, where is large and the vector is known to be sparse, but the degree of sparsity is unknown. We consider three different ways of defining sparsity of a vector: using the fraction of nonzero terms; imposing power-law decay bounds on the ordered entries; and controlling the norm for small. We obtain a procedure which is asymptotically minimax for loss, simultaneously throughout a range of such sparsity classes.

The optimal procedure is a data-adaptive thresholding scheme, driven by control of the (FDR). FDR control is a relatively recent innovation in simultaneous testing, ensuring that at most a certain expected fraction of the rejected null hypotheses will correspond to false rejections.

In our treatment, the FDR control parameter also plays a determining role in asymptotic minimaxity. If =lim ∈[0,1/2] and also >/log(), we get sharp asymptotic minimaxity, simultaneously, over a wide range of sparse parameter spaces and loss functions. On the other hand, =lim ∈(1/2,1] forces the risk to exceed the minimax risk by a factor growing with .

To our knowledge, this relation between ideas in simultaneous inference and asymptotic decision theory is new.

Our work provides a new perspective on a class of model selection rules which has been introduced recently by several authors. These new rules impose complexity penalization of the form 2⋅log(potential model size/actual model sizes). We exhibit a close connection with FDR-controlling procedures under stringent control of the false discovery rate.

Source Ann. Statist. , Volume 34, Number 2 (2006), 584-653.


Dates First available in Project Euclid: 27 June 2006

Permanent link to this document

Permanent link to this document

Digital Object Identifier doi:10.1214/009053606000000074

Digital Object Identifier


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Comments ( 10 )

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Based on theNational Health and Nutrition Examination Survey (NHANES) data, 64% of women aged 51–70 years old do not achieve the EAR for this age group (265 mg/day), Clearance Looking For Womens Daily Elegance Everyday Bra Playtex Discount 2018 New Free Shipping Visit Cheap Prices Reliable Cheap Sale Deals xk9Pz7lI
with an estimated average magnesium intake of just 246 mg/day (NHANES 2001–2002) and only 238 mg/day (NHANES 1999–2000). Magnesium intake for Mexican and African–American women of the same age group is even lower (185 mg/day and 169 mg/day, respectively, and 176 mg/day and 150 mg/day in those reporting no dietary supplement use). 77 Thus, the elderly population is especially at risk of magnesium deficiency due to low intake but also increased risk for chronic diseases that predispose to magnesium deficiency (ageing also reduces magnesium absorption from the diet, ie, achlorhydria). Womens Blue Flowers Swimsuit Pour Moi Cheap How Much Clearance Newest Clearance Release Dates hPrrpPdl
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