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

E Nasiri, K Berahmand, Y Li - Chaos, Solitons & Fractals, 2021 - Elsevier
… In Section 3 we present some definitions of random walk in monoplex and multiplex networks
and the proposed framework of our prediction index. In Section 4, the multiplex datasets …

Centrality ranking in multiplex networks using topologically biased random walks

C Ding, K Li - Neurocomputing, 2018 - Elsevier
multiplex networks and characterize, respectively, topologically biased random walk and
topologically biased multiplex … cases of biased multiplex PageRank, namely biased additive, …

Topologically biased random walk for diffusions on multiplex networks

C Ding, K Li - Journal of computational science, 2018 - Elsevier
… of bias in the walker). Here, we introduce topologically biased random walks on multiplex
networks … In particular, according to the dependence of the biased function's parameters on the …

[PDF][PDF] Biased random walks on multiplex networks

F Battiston, V Nicosia, V Latora - arXiv preprint arXiv:1505.01378, 2015 - researchgate.net
… In general, biased random walks have been used to exploit the peculiar structure of … network.
In this Article we study how to extend random walks to multilayer networks, and how to bias

Efficient exploration of multiplex networks

F Battiston, V Nicosia, V Latora - New Journal of Physics, 2016 - iopscience.iop.org
… Here we introduce and study biased random walks on multiplex networks, graphs where the
… We focus on degree-biased random walks and distinguish between two classes of walks, …

Impact of local navigation rules on biased random walks in multiplex Markov chains

A Kumar, S Ghosh, P Pal, C Hens - Physica A: Statistical Mechanics and its …, 2024 - Elsevier
… of a biased parameter ( α ) in a multiplex Markov chain (MMC) … biased random walks in
multiplex networks. We explore how varying complex network topologies affect the total multiplex

Centrality Ranking via Topologically Biased Random Walks in Multiplex Networks

C Ding, K Li - … Joint Conference on Neural Networks (IJCNN), 2018 - ieeexplore.ieee.org
… of biases in the walks). In the … biased random walk, called topologically biased multiplex
PageRank, which allows to calculate centrality and accordingly rank nodes in multiplex networks

Interplay between spreading and random walk processes in multiplex networks

I Mishkovski, M Mirchev, S Šćepanović… - IEEE Transactions on …, 2017 - ieeexplore.ieee.org
… in multiplex networks than other models in the literature. However, in this work, we simplify
the random walk … we use two different cases, ie a non-biased case and a biased case. For the …

Random walk with restart on multiplex and heterogeneous biological networks

A Valdeolivas, L Tichit, C Navarro, S Perrin… - …, 2019 - academic.oup.com
… In addition, the walk can also jump to a network containing different sets … multiplex-heterogeneous
RWR as compared to several random walks on monoplex or heterogeneous networks. …

Information transport in multiplex networks

C Pu, S Li, X Yang, J Yang, K Wang - Physica A: Statistical Mechanics and …, 2016 - Elsevier
… of the biased random walk strategy on packet transmission in multiplex networks. Specifically,
we … We adjust the control parameter α of the biased random walk in the physical layer, and …