SAMI/MissingNodes_SrcCode2014/CalculateInversePurity.m

function score = CalculateInversePurity(true_clustering, test_clustering)

score = 0;
num_clusters = max(true_clustering);

for i = 1 : num_clusters
    
    clusters_for_current_label = test_clustering(true_clustering == i);
    majority = mode(clusters_for_current_label);
    
    n = size(true_clustering, 1);
    union_size = sum(clusters_for_current_label == majority);
        
    score = score + union_size * 1 / n;
    
end