5 citations · 12 across the 3 of their papers we have counts for
3 papers
cs.IT2015★ 5 cited
Bayesian Hypothesis Test using Nonparametric Belief Propagation for Noisy Sparse Recovery
Jaewook Kang, Heung-No Lee, Kiseon Kim
This paper proposes a low-computational Bayesian algorithm for noisy sparse recovery (NSR), called BHT-BP. In this framework, we consider an LDPC-like measurement matrices which ha…
cs.IT2014★ 5 cited
Restricted Isometry Random Variables: Probability Distributions, RIC Prediction and Phase Transition Analysis for Gaussian Encoders
Oliver James, Heung-No Lee
In this paper, we aim to generalize the notion of restricted isometry constant (RIC) in compressive sensing (CS) to restricted isometry random variable (RIV). Associated with a det…
cs.IT2012★ 2 cited
Bayesian Hypothesis Test for Sparse Support Recovery using Belief Propagation
Jaewook Kang, Heung-No Lee, Kiseon Kim
In this paper, we introduce a new support recovery algorithm from noisy measurements called Bayesian hypothesis test via belief propagation (BHT-BP). BHT-BP focuses on sparse suppo…