Cramer-Rao bound expressions for parametric estimation of overlapping peaks: Influence of prior knowledge

被引:87
作者
Cavassila, S [1 ]
Deval, S
Huegen, C
van Ormondt, D
Graveron-Demilly, D
机构
[1] UCB LYON 1, CPE, CNRS UMR 5012, Lab RMN, F-69622 Villeurbanne, France
[2] Delft Univ Technol, Dept Appl Phys, Delft, Netherlands
关键词
MR spectroscopy; quantitation; error estimation; Cramer-Rao bounds; prior knowledge;
D O I
10.1006/jmre.1999.2002
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
We have derived analytical expressions of the Cramer-Rao lower bounds on spectral parameters for singlet, doublet, and triplet peaks in noise, We considered exponential damping (Lorentzian lineshape) and white Gaussian noise, The expressions, valid if a sufficiently large number of samples is used, were derived in the time domain for algebraic convenience. They enable one to judge the precision of any unbiased estimator as a function of the spectral and experimental parameters, which is useful for quantitation objectives and experimental design. The influence of constraints (chemical prior knowledge) on parameters of the peaks of doublets and triplets is demonstrated both analytically and numerically and the inherent benefits for quantitation are shown. Our expressions also enable analysis of spectra comprising many peaks. (C) 2000 Academic Press.
引用
收藏
页码:311 / 320
页数:10
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