Words similar to eigen

Example sentences for: eigen

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

The final centroids identified by the fuzzy clustering method showed little dependence on the eigen vectors used to seed the process, as evidenced by bootstrapping analysis.
Second, because the random initialization commonly used in k-means clustering can have a profound impact on the results [ 15], we instead chose to initialize each clustering cycle by seeding prototype centroids with the eigen vectors identified by PCA of the respective dataset (see below).
Many of the eigen vectors identified by PCA seemed to contain little information about the dataset, as previously noted for this type of analysis [ 18, 19].
The inability of the method to find the expression patterns representing these groups seemed to be dependent on the overall properties of the dataset, rather than the absence of an appropriate eigen vector used to initiate the process, as the program was unable to identify these patterns even when the process was initiated by seeding the centroids with the unidentified patterns (data not shown).
Together, the eigen vectors describe the variation in the gene-expression dataset, and therefore seeding the centroids with these vectors provides a systematic method of sampling the data space.