Group testing: an information theory perspective

M Aldridge, O Johnson, J Scarlett - Foundations and Trends® …, 2019 - nowpublishers.com
The group testing problem concerns discovering a small number of defective items within a
large population by performing tests on pools of items. A test is positive if the pool contains …

Compressive sensing over graphs

W Xu, E Mallada, A Tang - 2011 Proceedings IEEE INFOCOM, 2011 - ieeexplore.ieee.org
In this paper, motivated by network inference and tomography applications, we study the
problem of compressive sensing for sparse signal vectors over graphs. In particular, we are …

Group testing for connected communities

P Nikolopoulos… - International …, 2021 - proceedings.mlr.press
In this paper, we propose algorithms that leverage a known community structure to make
group testing more efficient. We consider a population organized in disjoint communities …

Adaptive group testing on networks with community structure

S Ahn, WN Chen, A Özgür - 2021 IEEE International …, 2021 - ieeexplore.ieee.org
Since the inception of the group testing problem in World War II, one of the prevailing
assumptions in the probabilistic variant of the problem has been that individuals in the …

Forward–backward greedy algorithms for atomic norm regularization

N Rao, P Shah, S Wright - IEEE Transactions on Signal …, 2015 - ieeexplore.ieee.org
In many signal processing applications, the aim is to reconstruct a signal that has a simple
representation with respect to a certain basis or frame. Fundamental elements of the basis …

Note on noisy group testing: Asymptotic bounds and belief propagation reconstruction

D Sejdinovic, O Johnson - 2010 48th Annual Allerton …, 2010 - ieeexplore.ieee.org
An information theoretic perspective on group testing problems has recently been proposed
by Atia and Saligrama, in order to characterise the optimal number of tests. Their results hold …

Network capability in localizing node failures via end-to-end path measurements

L Ma, T He, A Swami, D Towsley… - IEEE/ACM transactions …, 2016 - ieeexplore.ieee.org
We investigate the capability of localizing node failures in communication networks from
binary states (normal/failed) of end-to-end paths. Given a set of nodes of interest, uniquely …

Community-aware group testing

P Nikolopoulos, SR Srinivasavaradhan… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
Group testing is a technique that can reduce the number of tests needed to identify infected
members in a population, by pooling together multiple diagnostic samples. Despite the …

Combinatorial group testing and sparse recovery schemes with near-optimal decoding time

M Cheraghchi, V Nakos - 2020 IEEE 61st Annual Symposium …, 2020 - ieeexplore.ieee.org
In the long-studied problem of combinatorial group testing, one is asked to detect a set of k
defective items out of a population of size n, using m≪ n disjunctive measurements. In the …

Multi-level group testing with application to one-shot pooled COVID-19 tests

A Cohen, N Shlezinger, A Solomon… - ICASSP 2021-2021 …, 2021 - ieeexplore.ieee.org
One of the main challenges in containing the Coronoavirus disease 2019 (COVID-19)
pandemic stems from the difficulty in carrying out efficient mass diagnosis over large …