83 citations · 170 across the 8 of their papers we have counts for
8 papers
On the reconstruction limits of complex networks
Charles Murphy, Ariane Lizotte, François Thibault +3
Network reconstruction consists in retrieving the hidden interaction structure of a system from observations. Many reconstruction algorithms have been proposed, although less resea…
Duality between predictability and reconstructability in complex systems
Charles Murphy, Vincent Thibeault, Antoine Allard +1
Predicting the evolution of a large system of units using its structure of interaction is a fundamental problem in complex system theory. And so is the problem of reconstructing th…
Network comparison and the within-ensemble graph distance
Harrison Hartle, Brennan Klein, Stefan McCabe +4
Quantifying the differences between networks is a challenging and ever-present problem in network science. In recent years a multitude of diverse, ad hoc solutions to this problem…
Detecting structural perturbations from time series with deep learning
Edward Laurence, Charles Murphy, Guillaume St-Onge +2
Small disturbances can trigger functional breakdowns in complex systems. A challenging task is to infer the structural cause of a disturbance in a networked system, soon enough to…
Deep learning of contagion dynamics on complex networks
Charles Murphy, Edward Laurence, Antoine Allard
Forecasting the evolution of contagion dynamics is still an open problem to which mechanistic models only offer a partial answer. To remain mathematically or computationally tracta…
Geometric evolution of complex networks
Charles Murphy, Antoine Allard, Edward Laurence +2
We present a general class of geometric network growth mechanisms by homogeneous attachment in which the links created at a given time are distributed homogeneously between a n…
Phase transition of the susceptible-infected-susceptible dynamics on time-varying configuration model networks
Guillaume St-Onge, Jean-Gabriel Young, Edward Laurence +2
We present a degree-based theoretical framework to study the susceptible-infected-susceptible (SIS) dynamics on time-varying (rewired) configuration model networks. Using this fram…
Susceptible-infected-susceptible dynamics on the rewired configuration model
Guillaume St-Onge, Jean-Gabriel Young, Edward Laurence +2
We investigate the susceptible-infected-susceptible dynamics on configuration model networks. In an effort for the unification of current approaches, we consider a network whose ed…