In reply to Ilasore.

I don't know what you mean by "estimators that are defined with the rank of the variables." Maybe you are asking whether it is possible to solve a least-squares regression if the explanatory variables are linearly dependent (so X`X is not full rank)? In that situation, you do not need to jitter. You can use a "generalized inverse" to obtain a solution. The solution will not be unique.