Title :
Achievable regions in the bias-variance plane for parametric estimation problems
Author :
Hero, Alfred ; Usman, Mohamed
Author_Institution :
Dept. of Electr. Eng. & Comput. Sci., Michigan Univ., Ann Arbor, MI, USA
Abstract :
We use the uniform Cramer-Rao (CR) lower bound to generate bias-variance tradeoff curves which separate achievable from unachievable regions in the estimator bias variance plane
Keywords :
parameter estimation; achievable regions; bias-variance tradeoff curves; estimator bias variance plane; parametric estimation problems; unachievable regions; uniform Cramer-Rao lower bound; Chromium; Computer science; Constraint theory; Convolution; Equations; Least squares approximation; Maximum likelihood estimation; Parameter estimation; Random variables; Smoothing methods;
Conference_Titel :
Information Theory, 1995. Proceedings., 1995 IEEE International Symposium on
Conference_Location :
Whistler, BC
Print_ISBN :
0-7803-2453-6
DOI :
10.1109/ISIT.1995.531529
