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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.

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

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Dates First available in Project Euclid: 27 June 2006

Permanent link to this document https://projecteuclid.org/euclid.aos/1151418235

Permanent link to this document

Digital Object Identifier doi:10.1214/009053606000000074

Digital Object Identifier

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Comments ( 10 )

Great blog post! Was only looking into progress bars a few days ago so this was really helpful, thanks 🙂

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Amazing article! Thank you!

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Any business topic that can be taught by referring to gaming definitely commands my attention! 🙂

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This is a very thoroughly written article.

It has given me ideas and a …goal. I now WANT something like that. And that’s how articles should be written, informative, with one great idea and stimulate people to action.

Thank you for the effort…. I am sure it is well worth it

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I have to agree with the power of the the progress bar. Everytime I sign into a site for the first time and it has one, I feel like I MUST do the challenges. It compels me and keeps me going back.

That said, I gave up on LinkedIn. The amount of email spam you get from them is ridiculous. Might need to give it another go in the future!

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Absolutely agree, at the moment humans sets a goal, we must complete it to be happy and advance in our live progress. And the power bar is like that, we are forced to complete it. Great post.

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Thanks for liking my post

Do you have any favourite progress bars or any that you hate? I’d love to know.

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Interesting enlightening!

Suggest progress bar for this post : “x min left” to be made a little pale ( compared to other text on page), so it serves purpose, won’t be intrusive!

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However, it must be noted that this analysis does not take into account the numerous disease states, medications, stress and dietary factors that increase magnesium requirements.

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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). Table 1 covers themagnesium requirements from older balance studies.

View this table:
Table 1

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