Phrases with «dimension reduction»

Dimension reduction refers to the process of reducing the number of features or variables in a dataset while preserving the important information. It helps simplify complex datasets by eliminating less significant or redundant attributes. This reduction can make data analysis and visualization easier and more efficient while still capturing the main patterns and characteristics of the original data. Full definition

Sentences with «dimension reduction»

  • «We still have a long way to go to understand the best dimension reduction possible for specific data sets as opposed to comparing to the worst case,» said Nelson. (sciencedaily.com)
  • Once you reach a certain point, there is a limit to how much excitement can be mustered over fractions of an inch in dimension reduction, fractions of an ounce in weight reduction, or fractions of a second in page refresh rate. (ereadertech.com)
  • Using both of these dimension reduction methods, it can easily be determined if the samples cluster together or if there are outliers. (journals.plos.org)
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