= ( + ( + (

Readers will note that differences between the three sets of estimates from this example are small. Standard errors of the maximum likelihood estimates are slightly less than those of the two sets of linear estimates, but the linear estimates are unbiased, whereas the maximum likelihood estimates do not enjoy this property.