activity
20082023
most citedAdaGrad stepsizes: Sharp convergence over nonconvex landscapes

170 citations · 909 across the 66 of their papers we have counts for

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Showing 2012Show all

9 papers · 1 filter

math.NA2012

A symbol-based algorithm for decoding bar codes

Mark Iwen, Fadil Santosa, Rachel Ward

We investigate the problem of decoding a bar code from a signal measured with a hand-held laser-based scanner. Rather than formulating the inverse problem as one of binary image re…

stat.ME2012★ 2 cited

Testing Hardy-Weinberg equilibrium with a simple root-mean-square statistic

Rachel Ward, Raymond J. Carroll

We provide evidence that a root-mean-square test of goodness-of-fit can be significantly more powerful than state-of-the-art exact tests in detecting deviations from Hardy-Weinberg…

math.NA2012★ 102 cited

Near-optimal compressed sensing guarantees for total variation minimization

Deanna Needell, Rachel Ward

Consider the problem of reconstructing a multidimensional signal from an underdetermined set of measurements, as in the setting of compressed sensing. Without any additional assump…

cs.CV2012

Stable and robust sampling strategies for compressive imaging

Felix Krahmer, Rachel Ward

In many signal processing applications, one wishes to acquire images that are sparse in transform domains such as spatial finite differences or wavelets using frequency domain samp…

stat.ME2012★ 4 cited

A comparison of the discrete Kolmogorov-Smirnov statistic and the Euclidean distance

Jacob Carruth, Mark Tygert, Rachel Ward

Goodness-of-fit tests gauge whether a given set of observations is consistent (up to expected random fluctuations) with arising as independent and identically distributed (i.i.d.)…

math.NA2012

Two-subspace Projection Method for Coherent Overdetermined Systems (Technical Report)

Deanna Needell, Rachel Ward

In this technical report we present a Projection onto Convex Sets (POCS) type algorithm for solving systems of linear equations. POCS methods have found many applications ranging f…

math.NA2012

Two-subspace Projection Method for Coherent Overdetermined Systems

Deanna Needell, Rachel Ward

We present a Projection onto Convex Sets (POCS) type algorithm for solving systems of linear equations. POCS methods have found many applications ranging from computer tomography t…

cs.CV2012★ 8 cited

Stable image reconstruction using total variation minimization

Deanna Needell, Rachel Ward

This article presents near-optimal guarantees for accurate and robust image recovery from under-sampled noisy measurements using total variation minimization. In particular, we sho…

stat.ME2012★ 1 cited

An introduction to how chi-square and classical exact tests often wildly misreport significance and how the remedy lies in computers

William Perkins, Mark Tygert, Rachel Ward

Goodness-of-fit tests based on the Euclidean distance often outperform chi-square and other classical tests (including the standard exact tests) by at least an order of magnitude w…