Discrimination reveals reconstructability of multiplex networks from partial observations

M Wu, J Chen, S He, Y Sun, S Havlin, J Gao - Communications Physics, 2022 - nature.com
An excellent method for predicting links in multiplex networks is reflected in its ability to
reconstruct them accurately. Although link prediction methods perform well on estimating the …

Reconstruction of multiplex networks via graph embeddings

D Kaiser, S Patwardhan, M Kim, F Radicchi - Physical Review E, 2024 - APS
Multiplex networks are collections of networks with identical nodes but distinct layers of
edges. They are genuine representations of a large variety of real systems whose elements …

Multiplex reconstruction with partial information

D Kaiser, S Patwardhan, F Radicchi - Physical Review E, 2023 - APS
A multiplex is a collection of network layers, each representing a specific type of edges. This
appears to be a genuine representation of many real-world systems. However, due to a …

Overlapping communities and the prediction of missing links in multiplex networks

AM Abdolhosseini-Qomi, N Yazdani… - Physica A: Statistical …, 2020 - Elsevier
Multiplex networks are a representation of real-world complex systems as a set of entities (ie
nodes) connected via different types of connections (ie layers). The observed connections in …

Measuring and modeling correlations in multiplex networks

V Nicosia, V Latora - Physical Review E, 2015 - APS
The interactions among the elementary components of many complex systems can be
qualitatively different. Such systems are therefore naturally described in terms of multiplex or …

Link prediction in real-world multiplex networks via layer reconstruction method

AM Abdolhosseini-Qomi, SH Jafari… - Royal Society …, 2020 - royalsocietypublishing.org
Networks are invaluable tools to study real biological, social and technological complex
systems in which connected elements form a purposeful phenomenon. A higher resolution …

Link prediction in multiplex networks based on interlayer similarity

S Najari, M Salehi, V Ranjbar, M Jalili - Physica A: Statistical Mechanics …, 2019 - Elsevier
Some networked systems can be better modeled by multilayer structure where the individual
nodes develop relationships in multiple layers. Multilayer networks with similar nodes across …

A new link prediction in multiplex networks using topologically biased random walks

E Nasiri, K Berahmand, Y Li - Chaos, Solitons & Fractals, 2021 - Elsevier
Link prediction is a technique to forecast future new or missing relationships between nodes
based on the current network information. However, the link prediction in monoplex …

Link persistence and conditional distances in multiplex networks

F Papadopoulos, KK Kleineberg - Physical Review E, 2019 - APS
Recent progress towards unraveling the hidden geometric organization of real multiplexes
revealed significant correlations across the hyperbolic node coordinates in different network …

HOPLPMUL: link prediction in multiplex networks based on higher order paths and layer fusion

S Mishra, SS Singh, A Kumar, B Biswas - Applied Intelligence, 2023 - Springer
Multiple kinds of connections (links) may be encoded into distinct layers in multiplex
networks, with each layer representing a particular type of link. Even if the type of linkages in …