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:

  • Despite these limitations, the unique advantages of fuzzy k-means clustering make the technique a valuable tool for gene-expression analysis.

  • We altered the algorithm in two fundamental ways: first, we performed three successive cycles of fuzzy k-means clustering, with the second and third rounds of clustering performed on subsets of the data.

  • This limitation is alleviated by performing successive cycles of fuzzy k-means clustering on subsets of the data and recalculating the eigen vectors for the respective dataset used in each cycle.

  • 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).

  • A subset of this data was used in the fuzzy k-means clustering and consisted of 4,373 genes whose standard deviation in expression was log 2 (0.


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