1. Percolation centrality via Rademacher Complexity
- Author
-
André Luís Vignatti, Alane M. de Lima, and Murilo V. G. da Silva
- Subjects
Combinatorics ,Exact algorithm ,Applied Mathematics ,Percolation ,Rademacher complexity ,Shortest path problem ,Discrete Mathematics and Combinatorics ,Graph (abstract data type) ,Approximation algorithm ,Centrality ,MathematicsofComputing_DISCRETEMATHEMATICS ,Vertex (geometry) ,Mathematics - Abstract
In this work we investigate the problem of estimating the percolation centrality of all vertices in a weighted graph. The percolation centrality measure quantifies the importance of a vertex in a graph that is going through a contagious process. The fastest exact algorithm for the computation of this measure in a graph G with n vertices and m edges runs in O ( n 3 ) . Let Diam V ( G ) be the maximum number of vertices in a shortest path in G . In this paper we present an expected O ( m log n log Diam V ( G ) ) time approximation algorithm for the estimation of the percolation centrality for all vertices of G . We show in our experimental analysis that in the case of real-world complex networks, the output produced by our algorithm returns approximations that are even closer to the exact values than its guarantee in terms of theoretical worst case analysis.
- Published
- 2022