On Invariance and Maximum Likelihood Estimation

The invariance of maximum likelihood estimators to non-one-to-one parameter transformations is considered.Three approaches to maximum likelihood estimation are discussed, and it is shown that invariance depends on the approach adopted.A theorem is provided that gives sufficient conditions for invariance to hold under all three approaches.