How directed is a directed network?

RS MacKay, S Johnson… - Royal Society open …, 2020 - royalsocietypublishing.org
The trophic levels of nodes in directed networks can reveal their functional properties.
Moreover, the trophic coherence of a network, defined in terms of trophic levels, is related to …

Looplessness in networks is linked to trophic coherence

S Johnson, NS Jones - Proceedings of the National …, 2017 - National Acad Sciences
Many natural, complex systems are remarkably stable thanks to an absence of feedback
acting on their elements. When described as networks these exhibit few or no cycles, and …

Digraphs are different: Why directionality matters in complex systems

S Johnson - Journal of Physics: Complexity, 2020 - iopscience.iop.org
Many networks describing complex systems are directed: the interactions between elements
are not symmetric. Recent work has shown that these networks can display properties such …

The origin of motif families in food webs

J Klaise, S Johnson - Scientific reports, 2017 - nature.com
Food webs have been found to exhibit remarkable “motif profiles”, patterns in the relative
prevalences of all possible three-species subgraphs, and this has been related to …

From neurons to epidemics: How trophic coherence affects spreading processes

J Klaise, S Johnson - Chaos: An Interdisciplinary Journal of Nonlinear …, 2016 - pubs.aip.org
Trophic coherence, a measure of the extent to which the nodes of a directed network are
organised in levels, has recently been shown to be closely related to many structural and …

Fitness-based growth of directed networks with hierarchy

N Rodgers, P Tiňo, S Johnson - Journal of Physics: Complexity, 2024 - iopscience.iop.org
Growing attention has been brought to the fact that many real directed networks exhibit
hierarchy and directionality as measured through techniques like trophic analysis and non …

The incoherence of deep isotropic neural networks increases their performance in image classification

W Feng, X Zhang, Q Song, G Sun - Electronics, 2022 - mdpi.com
Although neural-network architectures are critical for their performance, how the structural
characteristics of a neural network affect its performance has still not been fully explored …

[PDF][PDF] ResNetX: a more disordered and deeper network architecture

W Feng, X Zhang, G Zhao - arxiv preprint arxiv:1912.12165, 2019 - arxiv.org
Designing efficient network structures has always been the core content of neural network
research. ResNet and its variants have proved to be efficient in architecture. However, how …

Social Stratification from Networks of Leveling Ties

D Schoch, U Brandes - Complex Networks and Their Applications VII …, 2019 - Springer
Social networks can be made of various kinds of ties, but (often implicit) assumptions
embodied in network-analytic tools do not necessarily apply to all of them. Centrality indices …

Emergent patterns in complex networks

J Klaise - 2017 - wrap.warwick.ac.uk
Complex interacting systems permeate the modern world. Many diverse natural, social and
human made systems—ranging from food webs to human contact networks, to the Internet …