Value function approximation and collocation method

Today we change the functional form of approximation.

A bad approximate may lead to convergence as it is.

The approximation with higher order tends to fit better but it will take longer.

We usually consider the following form:

After taking logarithm, the following semi-log polynomial:

may fit better even for a lower order.

We can consider the following form:

as a variation.