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Proceedings of the forty-seventh annual ACM symposium on theory of computing, ISSN 0737-8017, 06/2015, Volume 14-17-, pp. 771 - 782
graph underlying an Ising model from i.i.d. samples. Over the last fifteen years this problem has been of significant interest in the statistics, machine... 
structure learning | markov random field | ising model | Ising model | Structure learning | Markov random field
Conference Proceeding
BMC bioinformatics, ISSN 1471-2105, 2013, Volume 14, Issue Suppl 5, pp. S18 - S18
We present a framework for the design of optimal assembly algorithms for shotgun sequencing under the criterion of complete reconstruction. We derive a lower... 
Contig Mapping | Algorithms | High-Throughput Nucleotide Sequencing - methods | Sequence Analysis, DNA - methods | Humans | Studies | Genomes | Genomics | Deoxyribonucleic acid--DNA | Success
Journal Article
IEEE Transactions on Information Theory, ISSN 0018-9448, 06/2018, Volume 64, Issue 6, pp. 4072 - 4080
In this paper, we consider the problem of learning undirected graphical models from data generated according to the Glauber dynamics (also known as the Gibbs... 
Algorithm design and analysis | Graphical models | Correlation | Heuristic algorithms | Computational modeling | Markov processes | learning | Complexity theory | structure estimation | Glauber dynamics | Markov random fields | Polytopes | Chain dynamics | Dynamics | Machine learning | Markov chains | Markov models | Markov analysis | Nodes | Information theory
Journal Article
IEEE Transactions on Information Theory, ISSN 0018-9448, 09/2014, Volume 60, Issue 9, pp. 5573 - 5586
Journal Article
European Transactions on Telecommunications, ISSN 1124-318X, 06/2008, Volume 19, Issue 4, pp. 333 - 354
This paper explores the two‐user Gaussian interference channel through the lens of a natural deterministic channel model. The main result is that the... 
CAPACITY | TELECOMMUNICATIONS | REGION
Journal Article
IEEE Transactions on Information Theory, ISSN 0018-9448, 09/2010, Volume 56, Issue 9, pp. 4566 - 4592
Journal Article
ACM SIGMETRICS Performance Evaluation Review, ISSN 0163-5999, 06/2016, Volume 44, Issue 1, pp. 207 - 220
Journal Article
The Annals of Applied Probability, ISSN 1050-5164, 12/2011, Volume 21, Issue 6, pp. 2146 - 2170
Journal Article
SIAM Journal on Computing, ISSN 0097-5397, 2013, Volume 42, Issue 2, pp. 563 - 578
Markov random fields are used to model high dimensional distributions in a number of applied areas. Much recent interest has been devoted to the reconstruction... 
Correlation decay | Algorithms | Markov random fields | algorithms | MATHEMATICS, APPLIED | COMPUTER SCIENCE, THEORY & METHODS | TREES | correlation decay | Reconstruction | Noise levels | Mathematical analysis | Noise | Markov processes | Running | Graphs
Journal Article
IEEE Transactions on Information Theory, ISSN 0018-9448, 10/2013, Volume 59, Issue 10, pp. 6273 - 6289
Journal Article
2014 52nd Annual Allerton Conference on Communication, Control, and Computing (Allerton), 09/2014, pp. 1148 - 1155
In this paper we consider the problem of learning undirected graphical models from data generated according to the Glauber dynamics. The Glauber dynamics is a... 
Algorithm design and analysis | Graphical models | Correlation | Heuristic algorithms | Computational modeling | Markov processes | Vectors
Conference Proceeding
Annals of Surgery, ISSN 0003-4932, 2011, Volume 253, Issue 4, pp. 720 - 732
Journal Article
02/2019
In the past decade, sparse principal component analysis has emerged as an archetypal problem for illustrating statistical-computational tradeoffs. This trend... 
Journal Article
01/2012, ISBN 9781267972064
Interference is a central phenomenon in wireless networks of all types, occurring whenever multiple users attempt to communicate over a shared medium. Current... 
Electrical engineering
Dissertation
2018 Information Theory and Applications Workshop, ITA 2018, 10/2018
Conference Proceeding
02/2018
We study the problem of testing, using only a single sample, between mean field distributions (like Curie-Weiss, Erd\H{o}s-R\'enyi) and structured Gibbs... 
Journal Article
11/2017
We consider an online model for recommendation systems, with each user being recommended an item at each time-step and providing 'like' or 'dislike' feedback.... 
Journal Article
11/2014
We consider the problem of reconstructing the graph underlying an Ising model from i.i.d. samples. Over the last fifteen years this problem has been of... 
Journal Article
2008, Lecture Notes in Computer Science, ISBN 3540853626, Volume 5171
Markov random fields are used to model high dimensional distributions in a number of applied areas. Much recent interest has been devoted to the reconstruction... 
Discrete Mathematics in Computer Science | Algorithm Analysis and Problem Complexity | Computer Science | Numeric Computing
Book Chapter
12/2017
We develop a new technique, based on Stein's method, for comparing two stationary distributions of irreducible Markov Chains whose update rules are `close... 
Journal Article
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