R. Hamza et K. Buckley, 2ND-ORDER STATISTICAL-ANALYSIS OF TOTALLY WEIGHTED SUBSPACE FITTING METHODS, IEEE transactions on signal processing, 42(9), 1994, pp. 2520-2524
In this correspondence, we analyze the effects of a limited number of
snapshots on a general class of multidimensional signal subspace estim
ation methods, termed totally weighted subspace fitting (TWSF) methods
. This class is an extension of the weighted subspace fitting techniqu
e that includes row weighting and column weighting of the signal subsp
ace matrix. We quantify the asymptotic statistical properties of the T
WSF method by means of a second-order statistical analysis. The main c
ontribution of this correspondence is that it provides, for the first
time, the estimator bias. Some simulation results are included to vali
date our analytical results.