I'd be very grateful if someone could help me understand the idea behind link functions:
I know that the idea is that we want to map the mean to the $\eta$-vector. Also, I know that the canonical link is the one that makes $\eta=\theta$, where $\theta$ is the parameter.
But why/when do we want to choose the canonical link? When do we have to consider other alternatives?
Thanks a lot!