Words similar to k-means

Example sentences for: k-means

How can you use “k-means” in a sentence? Here are some example sentences to help you improve your vocabulary:

The overlapping clusters identified by fuzzy k-means clustering also present more comprehensive groups of conditionally coregulated genes.
In each of these cases, the comprehensive clusters identified by the fuzzy k-means analysis included additional genes that were not previously known to be targets of these factors.
To estimate the dependence of the procedure on the initial dataset, a bootstrapping method was applied in which the fuzzy k-means protocol was repeated 100 times, each time on 4,373 genes chosen randomly from dataset B, with k = 102.
Although the fuzzy k-means clustering method successfully identified nearly 90% of the known clusters in the dataset, it routinely failed to identify a small number of groups that were identified by hierarchical clustering.
This presents a significant advantage over standard k-means clustering as it reduces the requirement of accurately estimating k by allowing this parameter to be overestimated.