7 citations · 12 across the 4 of their papers we have counts for
4 papers
Two-Moment Inequalities for Rényi Entropy and Mutual Information
Galen Reeves
This paper explores some applications of a two-moment inequality for the integral of the -th power of a function, where . The first contribution is an upper bound on t…
The Replica-Symmetric Prediction for Compressed Sensing with Gaussian Matrices is Exact
Galen Reeves, Henry D. Pfister
This paper considers the fundamental limit of compressed sensing for i.i.d. signal distributions and i.i.d. Gaussian measurement matrices. Its main contribution is a rigorous chara…
Scalable Approximations of Marginal Posteriors in Variable Selection
Willem van den Boom, Galen Reeves, David B. Dunson
In many contexts, there is interest in selecting the most important variables from a very large collection, commonly referred to as support recovery or variable, feature or subset…
On the Role of Diversity in Sparsity Estimation
Galen Reeves, Michael Gastpar
A major challenge in sparsity pattern estimation is that small modes are difficult to detect in the presence of noise. This problem is alleviated if one can observe samples from mu…