What's the difference between terms 'link function' and 'canonical link function'? Also, are there any (theoretical) advantages of using one over the other?
e.g. AFor example, a binary response variable can be modeled using many link functions such as 'logit'logit, 'probit'probit, etc. But, 'logit'logit here is considered the 'canonical'"canonical" link function.