Message-passing algorithms for sparse network alignment
Network alignment generalizes and unifies several approaches for forming a matching or
alignment between the vertices of two graphs. We study a mathematical programming …
alignment between the vertices of two graphs. We study a mathematical programming …
Approximate evaluation of marginal association probabilities with belief propagation
J Williams, R Lau - IEEE Transactions on Aerospace and …, 2014 - ieeexplore.ieee.org
Data association, the problem of reasoning over correspondence between targets and
measurements, is a fundamental problem in tracking. This paper presents a graphical model …
measurements, is a fundamental problem in tracking. This paper presents a graphical model …
Message passing for maximum weight independent set
In this paper, we investigate the use of message-passing algorithms for the problem of
finding the max-weight independent set (MWIS) in a graph. First, we study the performance …
finding the max-weight independent set (MWIS) in a graph. First, we study the performance …
The Bethe permanent of a nonnegative matrix
PO Vontobel - IEEE Transactions on Information Theory, 2012 - ieeexplore.ieee.org
It has recently been observed that the permanent of a nonnegative square matrix, ie, of a
square matrix containing only nonnegative real entries, can very well be approximated by …
square matrix containing only nonnegative real entries, can very well be approximated by …
Boolean compressed sensing: LP relaxation for group testing
D Malioutov, M Malyutov - 2012 IEEE international conference …, 2012 - ieeexplore.ieee.org
We revisit the well-known problem of boolean group testing which attempts to discover a
sparse subset of faulty items in a large set of mostly good items using a small number of …
sparse subset of faulty items in a large set of mostly good items using a small number of …
Belief propagation methods for intercell interference coordination in femtocell networks
S Rangan, R Madan - IEEE Journal on Selected Areas in …, 2012 - ieeexplore.ieee.org
Interference coordination is a fundamental challenge in emerging femtocellular
deployments. This paper considers a broad class of interference coordination and resource …
deployments. This paper considers a broad class of interference coordination and resource …
Recovery thresholds in the sparse planted matching problem
We consider the statistical inference problem of recovering an unknown perfect matching,
hidden in a weighted random graph, by exploiting the information arising from the use of two …
hidden in a weighted random graph, by exploiting the information arising from the use of two …
Convergence of min-sum message-passing for convex optimization
CC Moallemi, B Van Roy - IEEE Transactions on Information …, 2010 - ieeexplore.ieee.org
We establish that the min-sum message-passing algorithm and its asynchronous variants
converge for a large class of unconstrained convex optimization problems, generalizing …
converge for a large class of unconstrained convex optimization problems, generalizing …
Automated stitching of microtubule centerlines across serial electron tomograms
Tracing microtubule centerlines in serial section electron tomography requires microtubules
to be stitched across sections, that is lines from different sections need to be aligned …
to be stitched across sections, that is lines from different sections need to be aligned …