This brief deals with the design of noise cleaning algorithms aimed at the decontamination
of chaotic signals having apriori known dynamics, It clarifies the derivation of tao
recently proposed methods by showing that they are related to noise cleaning methods
based on simple standard optimization techniques. In addition, the optimality of the
two methods is considered, proving that one of the methods is optimal in its optimization
class while the other is suboptimal.