implying ,
i.e. is completely uncorrelated with any function of .
This motivates the following interpretation of conditional expectation:
Projection interpretation of conditional expected value
contains the entire component of which is a function of
(i.e. determined by )
and the residual component is completely uncorrelated with any function of .