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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.


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 🙂


Amazing article! Thank you!


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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.

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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. Womens Sofia Party Dress Dorothy Perkins Limited Edition Cheap Price wB0Ax5NcyB
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). Jeans On Sale Denim Cotton 2017 29 J Brand Wide Range Of For Sale With Mastercard Sale Online Buy Cheap 2018 Cheap Best JrOewGCE
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covers themagnesium requirements from older balance studies.

View this table:
Table 1

Magnesium requirements based on older balance studies 37

Numerous factors can lead to magnesium deficiency, such as kidney failure, 78 alcohol consumption 79 and malabsorption issues (magnesium is absorbed in the small intestine and in the colon 3 ; thus, patients with intestinal or colon damage such as Crohn’s disease, irritable bowel syndrome, coeliac disease, gastroenteritis, idiopathic steatorrhoea, ulcerative colitis, resection of the small intestine, ileostomy patients or patients with ulcerative colitis may have magnesium deficiency). Renal tubular acidosis, diabetic acidosis, prolonged diuresis, acute pancreatitis, hyperparathyroidism and primary aldosteronism can also lead to magnesium deficiency. Flare Sleeve Bardot Dress Black Glamorous Outlet Genuine Cheap Supply Discount Best Place Cheap Visa Payment Visit New ZX4MVTTd
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