 In practical scientific applications, it is almost never possible to achieve perfect functional decomposition because of the incredible complexity of the systems under study.This complexity is manifested in the presence of "noise," which is just a designation for all the unwanted and untraceable influences on our observations.However, while perfect functional decomposition is usually impossible, the spirit lives on in a large number of statistical methods that are equipped to deal with noisy systems.