Modern problems across science and engineering increasingly require high-dimensional modeling: models with more parameters than observations. It is now well understood that statistically reliable inference is still possible under such high-dimensional settings, provided one restricts to constrained subclasses of models with particular low-dimens...
Creator:
Ravikumar, Pradeep (The University of Texas at Austin)
Created:
2012-03-27
Contributed By:
University of Minnesota, Institute for Mathematics and its Applications.
While the „“1 minimization technique plays an important role in designing computationally tractable recovery methods in compressed sensing, its complexity is still impractical for many applications. An attractive alternative to the „“1 minimization is a family of greedy algorithms. We will discuss several greedy algorithms from the point of view...
Creator:
Temlyakov, Vladimir (University of South Carolina)
Created:
2011-09-29
Contributed By:
University of Minnesota, Institute for Mathematics and its Applications.
A staggering amount of attention was recently devoted to the studyof compressed sensing and related areas using sparse priors in overparameterized linear models under versions of linear programming (LP) analysis. More recently popularity of the sparsity approach for the classical model ofgroup testing also increased.The threshold phenomenon was ...
Creator:
Malyutov, Mikhail B (Northeastern University)
Created:
2012-02-16
Contributed By:
University of Minnesota, Institute for Mathematics and its Applications.
The note accompanying this photo reads, "Miami--Widely famed as an artist, Demetrios John Kokotsis, native of the island of Crete and now a resident of Miami, will design the cover for the souvenir book of the Greek American Progressive Association commemorating the 15th national convention to be held in Miami, July 2-9."
Contributed By:
University of Minnesota Libraries, Immigration History Research Center Archives.