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Constrained Principal Component Analysis and Related Techniques

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In multivariate data analysis, regression techniques predict one set of variables from another while principal component analysis (PCA) finds a subspace of minimal dimensionality that captures the largest variability in the data.

  • How can regression analysis and PCA be combined in a beneficial way?
  • Why and when is it a good idea to combine them?
  • What kind of benefits are we getting from them?

Addressing these questions, Constrained Principal Component Analysis and Related Techniqu...