Improving the Estimation of Incomplete Regression Models through Pilot Investigations and Repeated Studies

Pilot investigations and repeated studies often provide some useful
information which can be utilized for the estimation of
coefficients in a linear regression model when some observations on
the study variable are missing. A suitable framework for this
purpose is described and several unbiased estimators for the
coefficient vectors are presented. Their efficiency properties are
analyzed and a comparison is made.