Title :
Simultaneous confidence bands for a class of 2-D spectral estimates
Author :
Sharma, Govind ; Chellappa, Rama
Author_Institution :
University of Southern California, Los Angeles
Abstract :
The problem of deriving simultaneous confidence bands for a class of 2-D spectral estimates is considered. Specifically, we consider the class of spectral estimates obtained by fitting 2-D noncausal autoregressive and Gaussian Markov random field models to the given lattice data. In such parametric methods the spectrum is a function of estimates of model parameters. Using the asymptotic normality of the parameter estimates and Scheffe´s projection theorem, simultaneous confidence bands for the estimated spectrum are derived. Supporting computer simulation results are also provided.
Keywords :
Computer simulation; Density functional theory; Image processing; Lattices; Markov random fields; Maximum likelihood estimation; Parameter estimation; Signal processing; Spectral analysis; State estimation;
Conference_Titel :
Acoustics, Speech, and Signal Processing, IEEE International Conference on ICASSP '85.
DOI :
10.1109/ICASSP.1985.1168301