Minimum entropy principle guided graph neural networks

Z Yang, G Zhang, J Wu, J Yang, QZ Sheng… - Proceedings of the …, 2023 - dl.acm.org
Graph neural networks (GNNs) are now the mainstream method for mining graph-structured
data and learning low-dimensional node-and graph-level embeddings to serve downstream …

Unraveling the mesoscale organization induced by network-driven processes

G Barzon, O Artime, S Suweis… - Proceedings of the …, 2024 - pnas.org
Complex systems are characterized by emergent patterns created by the nontrivial interplay
between dynamical processes and the networks of interactions on which these processes …

MASE: Multi-Attribute Source Estimator for Epidemic Transmission in Complex Networks

J Zhao, KH Cheong - IEEE Transactions on Systems, Man, and …, 2024 - ieeexplore.ieee.org
Identifying the transmission source based on network topology is of great significance for
timely blocking migration from epidemic areas. To date, several sensor-based works have …

Correlation dimension in empirical networks

JM Moore, H Wang, M Small, G Yan, H Yang, C Gu - Physical Review E, 2023 - APS
Network correlation dimension governs the distribution of network distance in terms of a
power-law model and profoundly impacts both structural properties and dynamical …

Network Spreading from Network Dimension

JM Moore, M Small, G Yan, H Yang, C Gu, H Wang - Physical Review Letters, 2024 - APS
Continuous-state network spreading models provide critical numerical and analytic insights
into transmission processes in epidemiology, rumor propagation, knowledge dissemination …

Reformulation of Deng information dimension of complex networks based on a sigmoid asymptote

P Ortiz-Vilchis, M Lei, A Ramirez-Arellano - Chaos, Solitons & Fractals, 2024 - Elsevier
Deng's entropy is a measure used to determine the volume fractal dimension of a mass
function. It has been employed in pattern recognition and conflict management applications …

Functional rich clubs emerging from the diffusion geometry of complex networks

G Bertagnolli, M De Domenico - Physical Review Research, 2022 - APS
Real systems are characterized by complex patterns of interactions between their units, by
dynamical processes on them, and by the interplay of the two. It is well known that particular …

The Impact of Turkish Economic News on the Fractality of Borsa Istanbul: A Multidisciplinary Approach

MA Balcı, Ö Akgüller, LM Batrancea, A Nichita - Fractal and Fractional, 2023 - mdpi.com
This study explores the connection between the fractal dimensions of time series
representing sentiments regarding economic news and the fractal dimensions of correlation …

Computational and in vitro analyses of the antibacterial effect of the ethanolic extract of Pluchea indica L. leaves

DK Wahyuni, J Junairiah, C Rosyanti… - Biomedical …, 2024 - spandidos-publications.com
The most common gram-negative, Escherichia coli, and gram-positive bacteria, Bacillus
spp., have evolved different mechanisms that have caused the emergence of multi-drug …

A Fractional (q,q) Non-Extensive Information Dimension for Complex Networks

A Ramirez-Arellano, JS De-la-Cruz-Garcia… - Fractal and …, 2023 - mdpi.com
Simple Summary The fractional (q, q′)-information dimension for complex networks is
introduce, and a dual version of the (q, q′)-entropy, called (q, q′)-extropy, is proposed …