Sentence examples for clustering interpretation from inspiring English sources
The limitation of clustering interpretation must be scientifically established, especially if that interpretation is used as a marker for public health practice performance and as an indication of progress toward elimination of TB.
Each 96-well plate extraction included 10 samples that were repeated on the plate (redundants) to detect processing errors (row or plate reversal) and ensure consistent clustering interpretation.
Some exploratory research with preliminary results regarding clustered interpretation and feature compression using peak pattern maps and manifold clusters is reported in [37 39].
Nonetheless, there is potential to extend the idea of peak topography mapping towards clustered interpretation, combining similar peak groups as one feature.
Therefore, we obtained the design effect in order to estimate the likely impact of clustering on interpretation of the results.
Cluster interpretation was based on both kinds of variables, the active and illustrative ones.
Although the co-expression network separates different super-clusters, interpretation of connections among the nodes remained intractable due to the large size of this network.
Running different alternative clustering solutions with careful interpretation of clusters and profiling characteristics, according to the study interest, is essential in determining the number of clusters in the final solutions, since no method for validation is available for an optimal solution.
Analogous to their statistical interpretation, errors in clustering can be designated as Type I or Type II errors.
Therefore, the PTM method presented here is limited it its cluster-level interpretation, i.e., treating groups of compounds as one feature manifold.
