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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.

Source

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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Hey, I'm Neil Patel. I'm determined to make a business grow. My only question is, will it be yours?

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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 🙂

Reply

Amazing article! Thank you!

Reply

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

Reply

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

Reply

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!

Reply

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.

Reply

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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At the National Arts Centre English Theatre, Canada is our stage.

The goal ofThe Collaborationsis to place our development resources directly into the hands of artists and companies as they take the next steps towards refining the vision for their original works. Sometimes this support is fiscal, and sometimes it takes shape as artistic and administrative support from the team here at the NAC.

At the NAC, we aim to support singular voices and unique theatrical invention across this great land. Canada is our stage andThe Collaborationsis our conversation.

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One of the most comprehensive reviews in the literature on this subject suggests that in healthy adults only around 180 mg of magnesium per day is required to maintain balance in healthy individuals (even when taking into account magnesium sweat losses). This analysis pooled magnesium data from 27 different tightly controlled balance studies (lasting more than 27 days) conducted in the USA. Outlet Real La Kasbah crop bikini top Black Duskii Outlet Release Dates XY3dZ24
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.

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), Mens Clothing On Sale Navy Blue polyestere 2017 S Yohji Yamamoto Shipping Outlet Store Online 100% Original Original For Sale Cheap Footlocker Fashion Style Sale Online kn6VzP9LXp
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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