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20042023
most citedSparsity and Incoherence in Compressive Sampling

2.1k citations · 4.6k across the 69 of their papers we have counts for

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Showing 2017Show all

5 papers · 1 filter

cs.IT2017★ 7 cited

ROAST: Rapid Orthogonal Approximate Slepian Transform

Zhihui Zhu, Santhosh Karnik, Michael B. Wakin +2

In this paper, we provide a Rapid Orthogonal Approximate Slepian Transform (ROAST) for the discrete vector that one obtains when collecting a finite set of uniform samples from a b…

cs.IT2017

Spectral Methods for Passive Imaging: Non-asymptotic Performance and Robustness

Kiryung Lee, Felix Krahmer, Justin Romberg

We study the problem of passive imaging through convolutive channels. A scene is illuminated with an unknown, unstructured source, and the measured response is the convolution of t…

cs.IT2017★ 21 cited

The Eigenvalue Distribution of Discrete Periodic Time-Frequency Limiting Operators

Zhihui Zhu, Santhosh Karnik, Mark A. Davenport +2

Bandlimiting and timelimiting operators play a fundamental role in analyzing bandlimited signals that are approximately timelimited (or vice versa). In this paper, we consider a ti…

cs.LG2017★ 5 cited

Solving Equations of Random Convex Functions via Anchored Regression

Sohail Bahmani, Justin Romberg

We consider the question of estimating a solution to a system of equations that involve convex nonlinearities, a problem that is common in machine learning and signal processing. B…

math.PR2017

Algebraic Connectivity Under Site Percolation in Finite Weighted Graphs

Sohail Bahmani, Justin Romberg, Prasad Tetali

We study the behavior of algebraic connectivity in a weighted graph that is subject to site percolation, random deletion of the vertices. Using a refined concentration inequality f…