Fig. 5: Comparisons for metrics computational efficiency and memory utilization on four hypergraph analysis metrics.

a–d Shows the comparison for metrics computational efficiency and memory utilization on incidence matrix, hyperdegree, neighbor, and distance, respectively. e Demonstrates the comparison for maximal memory consumption of each library for computing the incidence matrix.