Title :
Krein factorization of covariance operators of 2-parameter random fields and application to the likelihood ratio
Author :
Leusink, R. ; Bagchi, Arunabha
Author_Institution :
Dept. of Appl. Math., Twente Univ., Enschede, Netherlands
fDate :
1/1/1991 12:00:00 AM
Abstract :
A factorization of the covariance operator (I+R) is derived for the observation process of a 2-parameter random field. This result can be applied to express the determinant term appearing in L.A. Shepp´s (1966) expression for the likelihood ratio in terms of the system parameters. This means that, in practice, one of the problems in computing the likelihood ratio for random fields is solved. Extensions to the multiparameter case are straightforward. The expression of the determinant of (I+R) in terms of the system parameters may also be used to reexpress the Wong-Zakai correction term (1977)
Keywords :
identification; information theory; signal detection; 2-parameter random fields; Krein factorization; Wong-Zakai correction term; covariance operators; determinant term; identification; likelihood ratio; multiparameter case; observation process; signal detection; system parameters; Covariance matrix; Kernel; Mathematics; Measurement standards; Noise measurement; Signal detection; Signal to noise ratio; Stochastic processes; White noise;
Journal_Title :
Information Theory, IEEE Transactions on