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20182025
most citedCharacterizing the Interactions Between Classical and Community-aware Centrality Measures in Complex Networks

63 citations

Showing cs.SIShow all

6 papers · 1 filter

cs.SI2025★ 28 cited

An Evaluation Tool for Backbone Extraction Techniques in Weighted Complex Networks

Ali Yassin, Abbas Haidar, Hocine Cherifi +2

Networks are essential for analyzing complex systems. However, their growing size necessitates backbone extraction techniques aimed at reducing their size while retaining critical…

cs.SI2022★ 58 cited

Comparative evaluation of community-aware centrality measures

Stephany Rajeh, Marinette Savonnet, Eric Leclercq +1

Influential nodes play a critical role in boosting or curbing spreading phenomena in complex networks. Numerous centrality measures have been proposed for identifying and ranking t…

cs.SI2022★ 7 cited

Identifying Influential Nodes Using Overlapping Modularity Vitality

Stephany Rajeh, Marinette Savonnet, Eric Leclercq +1

It is of paramount importance to uncover influential nodes to control diffusion phenomena in a network. In recent works, there is a growing trend to investigate the role of the com…

cs.SI2022★ 8 cited

Comparing Community-aware Centrality Measures in Online Social Networks

Stephany Rajeh, Marinette Savonnet, Eric Leclercq +1

Identifying key nodes is crucial for accelerating or impeding dynamic spreading in a network. Community-aware centrality measures tackle this problem by exploiting the community st…

cs.SI2022★ 3 cited

How Correlated are Community-aware and Classical Centrality Measures in Complex Networks?

Stephany Rajeh, Marinette Savonnet, Eric Leclercq +1

Unlike classical centrality measures, recently developed community-aware centrality measures use a network's community structure to identify influential nodes in complex networks.…

cs.SI2021★ 63 cited

Characterizing the Interactions Between Classical and Community-aware Centrality Measures in Complex Networks

Stephany Rajeh, Marinette Savonnet, Eric Leclercq +1

Identifying vital nodes in networks exhibiting a community structure is a fundamental issue. Indeed, community structure is one of the main properties of real-world networks. Recen…