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 k-means algorithm partitions genes into a defined set of discrete clusters, attempting to maximize the expression similarity of the genes in each cluster (Figure 2a).

  • The majority of the clusters identified by fuzzy k-means clustering were not statistically enriched for known transcription factor binding sites.

  • Here, we explore the utility of one such method - fuzzy k-means clustering.

  • 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.

  • Rather than the hard partitioning of standard k-means clustering, where genes belong to only a single cluster, fuzzy k-means clustering considers each gene to be a member of every cluster, with a variable degree of 'membership'.


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