Abstract
Statistical inference is investigated under the following constraints on the covariance structure for the observation vector: covariance matrices belong to some commutative matrix algebra. Commutative approximation of arbitrary covariance structures and statistical estimation of the parameters of a given commutative structure are studied. The results are applied to statistical classification of Gaussian vectors having commutative covariance structure.
Similar content being viewed by others
REFERENCES
Sysoev, L.P. and Shaikin, M.E., Optimal Estimates of Parameters in Regression Models of Special Covariance Structure and Their Application in Two-Factor Experiments, Avtom. Telemekh., 1981, no. 6, pp. 44-56.
Anderson, T.W., Statistical Inference for Covariance Matrices with Linear Structure, in Time Series Analysis, Rosenblatt, M., Ed., New York: Wiley, 1963.
Srivastava, J.N., On Testing Hypotheses Regarding a Class of Covariance Structures, Psychometrika, 1966, vol. 31, no.1, pp. 147-164.
Glazman, I.M. and Lyubich, Yu.I., Konechnomernyi lineinyi analiz (Finite-Dimensional Linear Analysis), Moscow: Nauka, 1969.
Gantmakher, F.R., Teoriya matrits, Moscow: Nauka, 1967. Translated under the title The Theory of Matrices, New York: Chelsea, 1959.
Marcus, M. and Minque, H., A Survey of Matrix Theory and Matrix Inequalities, Boston: Allyn and Bacon, 1964. Translated under the title Obzor po teorii matrits i matrichnykh nepavenstv, Moscow: Nauka, 1972.
Halmos, P.R., Finite-Dimensional Vector-Spaces, New York: Springer-Verlag, 1974. Translated under the title Konechnomernye vektornye prostranstva, Moscow: Fizmatgiz, 1963.
Pukhal'skii, E.A., Computation of Invariants in Classiffication of Covariance structures, Avtom. Telemekh., 1986, no. 4, pp. 68-75.
Shaikin, M.E., The Algebraic Structure of PBIB-Plans of Variance Analysis and Its Application to Multifactor Experiments with Interaction, Avtom. Telemekh., 1997, no. 11, pp. 90-101.
Pugachev, V.S., Teoriya veroyatnostei i matematicheskaya statistika (Probability Theory and Mathematical Statistics), Moscow: Nauka, 1979.
Kostylev, V.I., Distribution of the Sum of Two Independent Gamma-Statistics, Radiotekhn. Elektron., 2001, vol. 46, no.5, pp. 530-533.
Jain, A., Moulin, P., Miller, M.I., et al., Information-Theoretic Bounds on Target Recognition Performance, IEEE Trans. PAMI, 2002, vol. 24, no.9, pp. 1153-1166.
Author information
Authors and Affiliations
Rights and permissions
About this article
Cite this article
Shaikin, M.E. Statistical Estimation and Classification on Commutative Covariance Structures. Automation and Remote Control 64, 1264–1274 (2003). https://doi.org/10.1023/A:1025027332541
Issue Date:
DOI: https://doi.org/10.1023/A:1025027332541