cdlib.evaluation.overlapping_normalized_mutual_information_LFK¶
- cdlib.evaluation.overlapping_normalized_mutual_information_LFK(first_partition: object, second_partition: object) MatchingResult ¶
Overlapping Normalized Mutual Information between two clusterings.
Extension of the Normalized Mutual Information (NMI) score to cope with overlapping partitions. This is the version proposed by Lancichinetti et al. (1)
- Parameters:
first_partition – NodeClustering object
second_partition – NodeClustering object
- Returns:
MatchingResult object
- Example:
>>> from cdlib import evaluation, algorithms >>> import networkx as nx >>> g = nx.karate_club_graph() >>> louvain_communities = algorithms.louvain(g) >>> leiden_communities = algorithms.leiden(g) >>> evaluation.overlapping_normalized_mutual_information_LFK(louvain_communities,leiden_communities) :Reference:
Lancichinetti, A., Fortunato, S., & Kertesz, J. (2009). Detecting the overlapping and hierarchical community structure in complex networks. New Journal of Physics, 11(3), 033015.