THE EVIL OF SUPEREFFICIENCY

Citation
P. Stoica et B. Otterson, THE EVIL OF SUPEREFFICIENCY, Signal processing, 55(1), 1996, pp. 133-136
Citations number
9
Categorie Soggetti
Engineering, Eletrical & Electronic
Journal title
ISSN journal
01651684
Volume
55
Issue
1
Year of publication
1996
Pages
133 - 136
Database
ISI
SICI code
0165-1684(1996)55:1<133:TEOS>2.0.ZU;2-W
Abstract
We discuss the intriguing notion of statistical superefficiency in a s traightforward manner with a minimum of formality. We point out that f or any given parameter estimator there exist other estimators which ha ve a strictly lower asymptotic variance and hence are statistically mo re efficient than the former. In particular, if the former estimator w as statistically efficient (in the sense that its asymptotic variance was equal to the Cramer-Rao bound) then the latter estimators could be called ''superefficient''. Among others, the phenomenon of supereffic iency implies that asymptotically there exists no uniformly minimum-va riance parameter estimator.