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most citedSpectral redemption: clustering sparse networks

658 citations · 2.2k across the 187 of their papers we have counts for

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Showing 2008Show all

9 papers · 1 filter

math.PR2008

Complete convergence of message passing algorithms for some satisfiability problems

Uriel Feige, Elchanan Mossel, Dan Vilenchik

In this paper we analyze the performance of Warning Propagation, a popular message passing algorithm. We show that for 3CNF formulas drawn from a certain distribution over random s…

math.PR2008

Scaling Limits for Width Two Partially Ordered Sets: The Incomparability Window

Nayantara Bhatnagar, Nick Crawford, Elchanan Mossel +1

We study the structure of a uniformly randomly chosen partial order of width 2 on n elements. We show that under the appropriate scaling, the number of incomparable elements conver…

q-bio.PE2008

Phylogenetic information complexity: Is testing a tree easier than finding it?

Mike Steel, Laszlo Szekely, Elchanan Mossel

Phylogenetic trees describe the evolutionary history of a group of present-day species from a common ancestor. These trees are typically reconstructed from aligned DNA sequence dat…

cs.LG2008★ 1 cited

Agnostically Learning Juntas from Random Walks

Jan Arpe, Elchanan Mossel

We prove that the class of functions g:{-1,+1}^n -> {-1,+1} that only depend on an unknown subset of k<<n variables (so-called k-juntas) is agnostically learnable from a random wal…

cs.LG2008★ 3 cited

Multiple Random Oracles Are Better Than One

Jan Arpe, Elchanan Mossel

We study the problem of learning k-juntas given access to examples drawn from a number of different product distributions. Thus we wish to learn a function f : {-1,1}^n -> {-1,1} t…

math.PR2008

Branching Process approach for 2-SAT thresholds

Elchanan Mossel, Arnab Sen

It is well known that, as tends to infinity, the probability of satisfiability for a random 2-SAT formula on variables, where each clause occurs independently with probabil…

cs.CC2008

Approximation Resistant Predicates From Pairwise Independence

Per Austrin, Elchanan Mossel

We study the approximability of predicates on variables from a domain , and give a new sufficient condition for such predicates to be approximation resistant under the Uni…

q-bio.PE2008

Shrinkage Effect in Ancestral Maximum Likelihood

Elchanan Mossel, Sebastien Roch, Mike Steel

Ancestral maximum likelihood (AML) is a method that simultaneously reconstructs a phylogenetic tree and ancestral sequences from extant data (sequences at the leaves). The tree and…

q-bio.PE2008

Phylogenies without Branch Bounds: Contracting the Short, Pruning the Deep

Constantinos Daskalakis, Elchanan Mossel, Sebastien Roch

We introduce a new phylogenetic reconstruction algorithm which, unlike most previous rigorous inference techniques, does not rely on assumptions regarding the branch lengths or the…