The fundamental space that we define below has already been introduced in Chapter 3 but in a different context.
DEFINITION.– Space up to instant K − 1 is called linear space of observation and the vector space of the linear combinations of r.v. 1, Y1, …, Yk−1 is denoted (or ), i.e.:
Since r.v. 1, Y1, …, Yk−1 ∈ L2(dP) , is a vector subspace (closed, as the number of r.v. is finite) of L2(dP).
We can also say that is a Hilbert subspace of L2 (dP).
We are focusing here on the problem stated in the preceding section but with a simplified hypothesis: g is linear, which means that the envisaged estimators Z of XK are of the form:
and thus belong to .
The problem presents itself as: find the r.v., denoted , which renders minimum mapping:
(i.e., find which render minimum: ...