Sentence examples for by using cluster validity from inspiring English sources

The method determines the number of hidden neurons in the RBFNN structure by using cluster validity indices with majority rule while the characteristics of the hidden neurons are initialized based on advanced fuzzy clustering.

On the other hand, the performance of FLAME clustering and decomposition methods generally decreased when using cluster validity indices, usually performing even worse than randomly selecting parameters within the parameter grid (Supplementary Fig. 11).

In the final step, we evaluate the clustering results using cluster validity indices.

Clustering results for the MTBC strains are evaluated to determine the best choice for the number of clusters and compare the chosen clustering with existing sublineages using cluster validity indices.

This was computed by hierarchical clustering using Cluster software.

Array data were clustered using Cluster 3.0.

The elaboration on the distribution of these points is carried out by means of an objective-function based fuzzy clustering using a cluster validity index.

Wu and Chow [19] evaluates similarity by single linkage and density distribution at the separation boundaries using a cluster validity index in [36], producing good partitionings for datasets with well-separated clusters.

The validity was checked by using convergent validity and discriminant validity.

Content validity was assessed by using the Content Validity Index, with an acceptable rating level [ 46].

In conclusion, we have previously applied different clustering techniques with validity indices, and used cluster consensus to derive a classification that is robust across different multivariate procedures.