Title :
Efficient computation of tr{TR-1} for Toeplitz matrices
Author :
Dias, José M B ; Leitão, José M N
Author_Institution :
Instituto de Telecomunicacoes, Instituto Superior Tecnico, Lisbon, Portugal
Abstract :
An efficient algorithm for the computation of tr{TR/sup -1/}, where T and R are Toeplitz matrices and R is also symmetric positive definite, is presented. The method exploits the fact that the trace of TR/sup -1/ depends only on the sum of the diagonals of R/sup -1/, and not on the whole matrix R/sup -1/. To obtain this sum, a fast efficient technique, built upon the Trench (1964) algorithm for computing the inverse of a Toeplitz matrix, is developed. The complexity of the algorithm depends on the generation function of matrix R and is O(N ln N) for generic functions and O(p ln p) for AR(p) functions.
Keywords :
Toeplitz matrices; communication complexity; matrix inversion; signal processing; Toeplitz matrices; Trench algorithm; algorithm complexity; autoregressive processes; diagonal sum; efficient computation; generic functions; inverse Toeplitz matrix; signal processing; symmetric positive definite matrix; Channel estimation; Covariance matrix; Fast Fourier transforms; Gaussian processes; Information analysis; Polynomials; Signal processing algorithms; Symmetric matrices; Telecommunications;
Journal_Title :
Signal Processing Letters, IEEE