Multilayer network simplification: approaches, models and methods

R Interdonato, M Magnani, D Perna, A Tagarelli… - Computer Science …, 2020 - Elsevier
Multilayer networks have been widely used to represent and analyze systems of
interconnected entities where both the entities and their connections can be of different …

Detecting informative higher-order interactions in statistically validated hypergraphs

F Musciotto, F Battiston, RN Mantegna - Communications Physics, 2021 - nature.com
Recent empirical evidence has shown that in many real-world systems, successfully
represented as networks, interactions are not limited to dyads, but often involve three or …

The atlas for the aspiring network scientist

M Coscia - arXiv preprint arXiv:2101.00863, 2021 - arxiv.org
Network science is the field dedicated to the investigation and analysis of complex systems
via their representations as networks. We normally model such networks as graphs: sets of …

A pólya urn approach to information filtering in complex networks

R Marcaccioli, G Livan - Nature communications, 2019 - nature.com
The increasing availability of data demands for techniques to filter information in large
complex networks of interactions. A number of approaches have been proposed to extract …

An evaluation tool for backbone extraction techniques in weighted complex networks

A Yassin, A Haidar, H Cherifi, H Seba, O Togni - Scientific Reports, 2023 - nature.com
Networks are essential for analyzing complex systems. However, their growing size
necessitates backbone extraction techniques aimed at reducing their size while retaining …

The structured backbone of temporal social ties

T Kobayashi, T Takaguchi, A Barrat - Nature communications, 2019 - nature.com
In many data sets, information on the structure and temporality of a system coexists with
noise and non-essential elements. In networked systems for instance, some edges might be …

Italian Twitter semantic network during the Covid-19 epidemic

M Mattei, G Caldarelli, T Squartini, F Saracco - EPJ Data Science, 2021 - epjds.epj.org
The Covid-19 pandemic has had a deep impact on the lives of the entire world population,
inducing a participated societal debate. As in other contexts, the debate has been the …

Identifying sinks and sources of human flows: A new approach to characterizing urban structures

T Aoki, S Fujishima, N Fujiwara - Environment and Planning …, 2024 - journals.sagepub.com
Human flow data are rich behavioral data relevant to people's decision-making regarding
where to live, work, go shopping, etc., and provide vital information for identifying city …

Extracting the signed backbone of intrinsically dense weighted networks

F Gursoy, B Badur - Journal of Complex Networks, 2021 - academic.oup.com
Networks provide useful tools for analysing diverse complex systems from natural, social
and technological domains. Growing size and variety of data such as more nodes and links …

Characterization of interactions' persistence in time-varying networks

F Bauzá Mingueza, M Floría, J Gómez-Gardeñes… - Scientific Reports, 2023 - nature.com
Many complex networked systems exhibit volatile dynamic interactions among their vertices,
whose order and persistence reverberate on the outcome of dynamical processes taking …