cdlib.evaluation.fraction_over_median_degree¶
- cdlib.evaluation.fraction_over_median_degree(graph: Graph, community: object, summary: bool = True) object ¶
Fraction of community nodes of having internal degree higher than the median degree value.
\[f(S) = \frac{|\{u: u \in S,| \{(u,v): v \in S\}| > d_m\}| }{n_S}\]where \(d_m\) is the internal degree median value
- Parameters:
graph – a networkx/igraph object
community – NodeClustering object
summary – boolean. If True it is returned an aggregated score for the partition is returned, otherwise individual-community ones. Default True.
- Returns:
If summary==True a FitnessResult object, otherwise a list of floats.
Example:
>>> from cdlib.algorithms import louvain >>> from cdlib import evaluation >>> g = nx.karate_club_graph() >>> communities = louvain(g) >>> mod = evaluation.fraction_over_median_degree(g,communities)
- References:
Yang, J., Leskovec, J.: Defining and evaluating network communities based on ground-truth. Knowledge and Information Systems 42(1), 181–213 (2015)