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Compute the edge p-Laplacian centrality for air traffic network

2025/12/13 by Tran, Loc Hoang, Tran, Bao Nguyen, Nguyen, Luong Anh Tuan
Computer Science · Engineering · Physics and Astronomy · #Air Traffic Management and Optimization #Complex Network Analysis Techniques #FOS: Computer and information sciences #Interconnection Networks and Systems #Machine Learning (cs.LG) #Social and Information Networks (cs.SI)

paper · doi:10.48550/arxiv.2512.14749

openalex publication_date 2025/12/13 · openalex created_date 2025/12/19 · openalex updated_date 2026/07/28

Abstract

The problem that we would like to solve in this paper is to compute the edge p-Laplacian centrality for the air traffic network. In this problem, instead of computing the edge p-Laplacian centrality directly which is the very hard problem, we convert the air traffic network to the line graph. Finally, we will compute the node p-Laplacian centrality of the line graph which is equivalent to the edge p-Laplacian of the air traffic network. In this paper, the novel un-normalized graph (p-) Laplacian based ranking method will be developed based on the un-normalized graph p-Laplacian operator definitions such as the curvature operator of graph (i.e. the un-normalized graph 1-Laplacian operator) and will be used to compute the node p-Laplacian centrality of the line graph. The results from the experiments show that the un-normalized graph p-Laplacian ranking methods can be implemented successfully.

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