The average fraction of nodes disconnected from the largest connected component of the network by sparsifiers of different types. The horizontal axis shows the fraction of edges of the original network preserved by the sparsifier. Even when only 1% of the edges are preserved, effective resistance keeps almost all the nodes connected, while uniform and weight-based sampling disconnects 5% and 7% of the nodes respectively.</p
(A) Ensemble average of the ratio of the physical efficiency of damaged networks to the physical eff...
<p>(a) the number of driver nodes at different stages of the cascading failure; (b) the amount of ed...
Network epidemiology has become a vital tool in understanding the effects of high-degree vertices, g...
Arrival Time Error Score averaged over nodes and over 1000 independent simulations for the (A) local...
Scatterplots of infection probabilities for localized (A) and dispersed (B) initial conditions for f...
Arrival time distributions for the original network (Org) and sparsified networks produced by the th...
<p>(A) The size of the largest connected component of structural networks as function of sparsity, (...
<p>The estimation error changes with the sparsity of directed random networks. There, the sparsity ...
Network science has increasingly become central to the field of epidemiology and our ability to resp...
Sparsification is the process of decreasing the number of edges in a network while one or more topol...
<p>The weights obtained by the classifier have been plotted as network edges in order to show their ...
Given a graph, a \emph{sparsification} is a smaller graph which approximates or preserves some prope...
The decline rate of the network efficiency as a function of removing the top m vertices ranked by de...
Many real-world networks tend to be very dense. Particular examples of interest arise in the constru...
<p>(Left) In the y axis we report the ratio of the weight of links connecting two municipalities at ...
(A) Ensemble average of the ratio of the physical efficiency of damaged networks to the physical eff...
<p>(a) the number of driver nodes at different stages of the cascading failure; (b) the amount of ed...
Network epidemiology has become a vital tool in understanding the effects of high-degree vertices, g...
Arrival Time Error Score averaged over nodes and over 1000 independent simulations for the (A) local...
Scatterplots of infection probabilities for localized (A) and dispersed (B) initial conditions for f...
Arrival time distributions for the original network (Org) and sparsified networks produced by the th...
<p>(A) The size of the largest connected component of structural networks as function of sparsity, (...
<p>The estimation error changes with the sparsity of directed random networks. There, the sparsity ...
Network science has increasingly become central to the field of epidemiology and our ability to resp...
Sparsification is the process of decreasing the number of edges in a network while one or more topol...
<p>The weights obtained by the classifier have been plotted as network edges in order to show their ...
Given a graph, a \emph{sparsification} is a smaller graph which approximates or preserves some prope...
The decline rate of the network efficiency as a function of removing the top m vertices ranked by de...
Many real-world networks tend to be very dense. Particular examples of interest arise in the constru...
<p>(Left) In the y axis we report the ratio of the weight of links connecting two municipalities at ...
(A) Ensemble average of the ratio of the physical efficiency of damaged networks to the physical eff...
<p>(a) the number of driver nodes at different stages of the cascading failure; (b) the amount of ed...
Network epidemiology has become a vital tool in understanding the effects of high-degree vertices, g...