Sentence examples for quality of partitions from inspiring English sources

In our work, we used the Louvain method 2008, an optimization algorithm based on an objective function devised to estimate the quality of partitions.

Moreover, we apply LRCD-MNs on some real-life and synthetic multiplex networks and the results demonstrate that, although LRCD-MNs does not have the advantage in terms of modularity, it can obtain higher values of surprise, which is used to evaluate the quality of partitions of a network.

Quality of partition obtained using the developed algorithm compares favorably with a well known multi-level graph partitioning approach – METIS.

At each iteration, an overall silhouette coefficient, which measures the cohesion inside clusters and the separation among clusters, is calculated to measure the quality of partition.

Our findings confirm that the quality of partition produced by our algorithms is stable as the number of processors is increased while being competitive with those produced by a state-of-the-art serial multilevel partitioning tool.

Finally, a boundary adjustment algorithm is designed to further improve the quality of partitioning by decreasing the variance of link densities while keeping the spatial compactness of the clusters.

To measure the quality of partition reconstruction, one may look for the minimum number of genes that need to be recolored in order that every part in the reconstructed partition is monochromatic.

Since the size and quality of the partitions to be discovered are not known in advance (the procedure is wholly unsupervised), to enumerate all of the partitions in a dataset, and the genes that support them, requires trying all combinations of size and tolerance.

A criterion based on the Lebesgue constant has been developed and used successfully to determine the quality of various partitions.

Modularity, proposed by Girvan and Newman [7], is widely used to evaluate the quality of graph partitions from global perspective.

Evaluation of the relative quality of data partitions and their performance in the combined maximum-parsimony analysis indicated that the MOR dataset was highly influential in the simultaneous analyses of all data partitions.