output
20112022
most citedOptimal Geographic Caching In Cellular Networks

471 citations

Showing 2018Show all

11 papers · 1 filter

math.MG2018★ 4 cited

A Unified Framework for Generalizing the Gromov-Hausdorff Metric

Ali Khezeli

In this paper, an approach for generalizing the Gromov-Hausdorff metric is presented, which applies to metric spaces equipped with some additional structure. A special case is the…

math.PR2018

Statistical thresholds for Tensor PCA

Aukosh Jagannath, Patrick Lopatto, Leo Miolane

We study the statistical limits of testing and estimation for a rank one deformation of a Gaussian random tensor. We compute the sharp thresholds for hypothesis testing and estimat…

cs.NI2018★ 7 cited

Analyzing LoRa long-range, low-power, wide-area networks using stochastic geometry

Bartłomiej Błaszczyszyn, Paul Mühlethaler

In this paper we present a simple, stochastic-geometric model of a wireless access network exploiting the LoRA (Long Range) protocol, which is a non-expensive technology allowing f…

cs.DS2018★ 8 cited

Robustness of spectral methods for community detection

Ludovic Stephan, Laurent Massoulié

The present work is concerned with community detection. Specifically, we consider a random graph drawn according to the stochastic block model~: its vertex set is partitioned into…

math.PR2018★ 5 cited

Planting trees in graphs, and finding them back

Laurent Massoulié, Ludovic Stephan, Don Towsley

In this paper we study detection and reconstruction of planted structures in Erdős-Rényi random graphs. Motivated by a problem of communication security, we focus on planted struct…

cs.LG2018★ 1 cited

Weighted Spectral Embedding of Graphs

Thomas Bonald, Alexandre Hollocou, Marc Lelarge

We present a novel spectral embedding of graphs that incorporates weights assigned to the nodes, quantifying their relative importance. This spectral embedding is based on the firs…

math.OC2018★ 10 cited

Action-Constrained Markov Decision Processes With Kullback-Leibler Cost

Ana Bušić, Sean Meyn

This paper concerns computation of optimal policies in which the one-step reward function contains a cost term that models Kullback-Leibler divergence with respect to nominal dynam…

cs.SI2018★ 35 cited

Hierarchical Graph Clustering using Node Pair Sampling

Thomas Bonald, Bertrand Charpentier, Alexis Galland +1

We present a novel hierarchical graph clustering algorithm inspired by modularity-based clustering techniques. The algorithm is agglomerative and based on a simple distance between…

stat.ML2018★ 3 cited

Efficient inference in stochastic block models with vertex labels

Clara Stegehuis, Laurent Massoulié

We study the stochastic block model with two communities where vertices contain side information in the form of a vertex label. These vertex labels may have arbitrary label distrib…

math.OC2018★ 76 cited

Optimal Algorithms for Non-Smooth Distributed Optimization in Networks

Kevin Scaman, Francis Bach, Sébastien Bubeck +2

In this work, we consider the distributed optimization of non-smooth convex functions using a network of computing units. We investigate this problem under two regularity assumptio…

math.PR2018★ 4 cited

Loynes construction for the extended bipartite matching

Pascal Moyal, Ana Busic, Jean Mairesse

We propose an explicit construction of the stationary state of Extended Bipartite Matching (EBM) models, as defined in (Busic et. al., 2013). We use a Loynes-type backwards scheme…