### Generality of Maximum Likelihood Least Squares

Note that the maximum likelihood estimate coincides with the least squares estimate whenever the signal model is of the form

(6.53) |

where is zero-mean Gaussian noise, and is any deterministic model for the mean of . This is an extremely general formulation that can be applied in many situations beyond sinusoids in white noise.

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Likelihood Function