Phrases with «dimensionality reduction»

Dimensionality reduction refers to the process of simplifying and compressing data with many features or variables into a smaller set of meaningful dimensions. It helps to reduce complexity and make data more manageable by capturing the most important information while discarding less relevant details. Full definition

Sentences with «dimensionality reduction»

  • The set of possible analyses include: 1) comparison of cell populations for the identification of differentially expressed genes; 2) dimensionality reduction for the identification of relevant coordinates; and 3) clustering of subpopulations on the base of gene expression profiles. (transvac.org)
  • «We have proven that there are «hard» data sets for which dimensionality reduction beyond what's provided by the JL lemma is impossible,» said Nelson. (sciencedaily.com)
  • We will test our hypothesis by applying different mathematical techniques, including dimensionality reduction, state space analyses, and neural network modeling, on our behavioral and neural datasets. (simonsfoundation.org)
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