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Techniques for analyzing the relationship between one (or more) "dependent" variables and "independent" variables.

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What is the best way of reducing the number of independent variables of a GLMM?

I am considering either using PCA but I feel that having 2000+ sample points would make this very hard, otherwise I have tried to do perform a stepwise regression with AIC as the criterion but have read …
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