Robuta

https://jdscm.atu.ac.ir/article_9946.html
This paper considers an extension of the linear mixed model, called semiparametric mixed effects model, for longitudinal data, when multicollinearity is...
ridge regressionlongitudinal datasemiparametric
https://scirp.org/journal/paperinformation?paperid=117415
In the presence of multicollinearity, ridge regression techniques result in estimated coefficients that are biased but have smaller variance than Ordinary...
ordinary least squaresridge regressionimprovingestimator