Table 1 Comparison of five centrality algorithms using different performance criteria (i.e. functional, computational efficiency, and accuracy). The bold values represent the best performer for specific performance criteria.

From: Decentralized dynamic understanding of hidden relations in complex networks

Algorithm

Functional Performance

Computational Efficiency Performance

Accuracy Performance

Architecture

Time complexity

GOT with SC2

Nodes and Links

Fully Distributed

O(log2|V|) < O(GOT) < O(log3|V|)

83.4%

CFBC31

Nodes or Links

Centralized

O(I(|V| − 1) + |V||E|log|V|)

8.3%

BC30

Nodes or Links

Centralized

O(|V||E|)

8.3%

SOC32

Nodes

Partially Distributed

O(|V|2) < O(SOC) < O(|V|3)

0%

DACCER21

Nodes

Fully Distributed

n/a

0%