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To cope with these practical restrictions and issues, we advocate cubic smoothing splines. We reveal that the ways of estimable capabilities proposed from the platform associated with many times linear designs may still be considered to fix the particular non-identifiability difficulty once the design appropriate is with the construction regarding general item versions with cubic smoothing splines. By way of sim reports, we all evaluate the efficiency of the cubic smoothing splines in terms of the suggest squared errors of estimable featu