Consider the independent variables a
it,…,a
pt satisfying m(≥1) linear regression relationships,i.e.
i=1,…,m.Some of these independent variables,Say a
it=(i=r+1,…,p) can be observed without errors in them, while the observations of other variables can be obtained with errors, i.e.