Calculates the (normalized) majorization gap of an undirected graph. The majorization gap indicates how far the degree sequence of a graph is from a degree sequence of a threshold_graph .
majorization_gap(g, norm =TRUE)
Arguments
g: An igraph object
norm: True (Default) if the normalized majorization gap should be returned.
Returns
Majorization gap of an undirected graph.
Details
The distance is measured by the number of reverse unit transformations necessary to turn the degree sequence into a threshold sequence. First, the corrected conjugated degree sequence d' is calculated from the degree sequence d as follows:
dk′=∣{i:i<k∧di≥k−1}∣+∣{i:i>k∧di≥k}∣.
the majorization gap is then defined as
1/2k=1∑nmax{dk′−dk,0}
The higher the value, the further away is a graph to be a threshold graph.
Examples
library(igraph)g <- make_star(5,"undirected")majorization_gap(g)# 0 since star graphs are threshold graphsg <- sample_gnp(100,0.15)majorization_gap(g, norm =TRUE)# fraction of reverse unit transformationmajorization_gap(g, norm =FALSE)# number of reverse unit transformation
References
Schoch, D., Valente, T. W. and Brandes, U., 2017. Correlations among centrality indices and a class of uniquely ranked graphs. Social Networks 50 , 46–54.
Arikati, S.R. and Peled, U.N., 1994. Degree sequences and majorization. Linear Algebra and its Applications, 199 , 179-211.