I have 32 variables (1 dependent and 31 independent variables) and want to perform data reduction (using PCA if this is the correct technique) to remain with a few variables to use in explaining the variation in dependent variable. I want to perform multiple linear regression and multiple nonlinear regression analysis and determine which of the two will best explain the changes in the dependent variable
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