Rk. Pace, RELATIVE PERFORMANCE OF THE GRID, NEAREST-NEIGHBOR, AND OLS ESTIMATORS, Journal of real estate finance and economics, 13(3), 1996, pp. 203-218
This article provides various paradigms for the grid estimator, the mo
st useful being a representation of the grid estimator as a combinatio
n of the nonparametric nearest neighbor estimator and a parametric est
imator. Hence, the grid estimator falls into the class of semiparametr
ic estimators. The article used this representation to derive the rela
tive efficiency of the nearest neighbor, grid, and OLS estimators. Und
er statistically perfect conditions, the OLS estimator dominated the g
rid estimator, which in turn dominated the nearest neighbor estimator.
A Monte Carlo experiment verified the theoretical results. A second M
onte Carlo experiment showed the fragility of the OLS superiority to m
isspecification. The results cast light upon appraisal practice.