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Combine the predictors linearly by addition or conduct partial least squares regression and/or component Evaluation with variables which might be extremely correlated.
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Rework the nonconstant variance through the appliance of the variance-stabilizing transformation towards the response variable. This method aims at making certain the info satisfies the common assumptions (standardization of the information).