Artificial Intelligence for Complex Network: Potential, Methodology and Application
Complex networks pervade various real-world systems, from the natural environment to
human societies. The essence of these networks is in their ability to transition and evolve …
human societies. The essence of these networks is in their ability to transition and evolve …
Distilling identifiable and interpretable dynamic models from biological data
G Massonis, AF Villaverde… - PLoS computational …, 2023 - journals.plos.org
Mechanistic dynamical models allow us to study the behavior of complex biological systems.
They can provide an objective and quantitative understanding that would be difficult to …
They can provide an objective and quantitative understanding that would be difficult to …
A Backpropagation Algorithm for Inferring Disentagled Nodal Dynamics and Connectivity Structure of Dynamical Networks
Dynamical networks are versatile models that describe a variety of behaviours such as
synchronisation and feedback in networks of coupled dynamical components. However …
synchronisation and feedback in networks of coupled dynamical components. However …
Inferring interaction potentials from stochastic particle trajectories
Accurate interaction potentials between microscopic components such as colloidal particles
or cells are crucial to understanding a range of processes, including colloidal crystallization …
or cells are crucial to understanding a range of processes, including colloidal crystallization …
Identification of network interactions from time series data: An iterative approach
The first step toward advancing our understanding of complex networks involves
determining their connectivity structures from the time series data. These networks are often …
determining their connectivity structures from the time series data. These networks are often …
Identifying Complex Dynamics of Power Grid Frequency
The energy system is undergoing rapid changes to integrate a growing number of
intermittent renewable generators and facilitate the broader transition toward sustainability …
intermittent renewable generators and facilitate the broader transition toward sustainability …
Waiting times for sea level variations in Port of Trieste: from scale-free to exponential-like distributions
GT Pană, A Nicolin-Żaczek - arXiv preprint arXiv:2403.06559, 2024 - arxiv.org
We report here a series of detailed statistical analyses on the sea level variations in the Port
of Trieste using one of the largest existing catalogues that covers more than a century of …
of Trieste using one of the largest existing catalogues that covers more than a century of …