A Korovkin-Based Approximation of Multilevel Toeplitz Matrices (With Rectangular Unstructured Blocks) via Multilevel Trigonometric Matrix Spaces

In this paper we are concerned with the approximation of multilevel Toeplitz matrices generated by multivariate rectangular matrix-valued continuous (also L2) functions $f: I^p\rightarrow {\cal C}^{s\times t}$, with $I=[-\pi,\pi]$. We first define a class ${\cal A}_T$ of multilevel trigonometric matrix spaces with unstructured $s\times t$ blocks. Second, we introduce a (multi) sequence of linear approximation operators ${\cal P}_n(X)$, $n=(n_1,n_2,\ldots,n_p)$ acting on complex matrices of dimensions $(n_1\cdots n_p s)\times (n_1\cdots n_p t)$, $n_j\in {\cal N}_+$ and giving the minimizer of the distance of X from a fixed representative of ${\cal A}_T$ with regard to the Frobenius norm. Then, by stating and proving new versions of the Korovkin theorem for $f$ ranging in the Banach space $({\bf C}(I^p,{\cal C}^{s\times t}), \|\cdot\|_\infty)$ and by linking these theorems to the operators ${\cal P}_n$, we prove the ``goodness'' of the proposed approximation in terms of the strong and weak equidistribution of the eigenvalues/singular values of $\{A_n(f)\}$ and $\{{\cal P}_n(A_n(f))\}$. The discussed results provide a very uniform tool for treating the preconditioning problem with applications to a wide variety of structures as analyzed in the twin paper [S. Serra Capizzano, { Calcolo, in press].

[1]  Paola Favati,et al.  On a Matrix Algebra Related to the Discrete Hartley Transform , 1993, SIAM J. Matrix Anal. Appl..

[2]  U. Grenander,et al.  Statistical analysis of stationary time series , 1958 .

[3]  Stefano Serra,et al.  The rate of convergence of Toeplitz based PCG methods for second order nonlinear boundary value problems , 1999 .

[4]  Marcel F. Neuts,et al.  Structured Stochastic Matrices of M/G/1 Type and Their Applications , 1989 .

[5]  R. Chan,et al.  The circulant operator in the banach algebra of matrices , 1991 .

[6]  Stefano Serra,et al.  Superlinear PCG methods for symmetric Toeplitz systems , 1999 .

[7]  S. Capizzano,et al.  Preconditioning Strategies for Hermitian Toeplitz Systems with Nondefinite Generating Functions , 1996, SIAM J. Matrix Anal. Appl..

[8]  Gian-Carlo Rota,et al.  Linear Operators and Approximation Theory. , 1965 .

[9]  U. Grenander,et al.  Toeplitz Forms And Their Applications , 1958 .

[10]  T. Kailath,et al.  Displacement structure approach to discrete-trigonometric-transform based preconditioners of G.Strang type and of T.Chan type , 1996 .

[11]  Stefano Serra Capizzano,et al.  Toeplitz Preconditioners Constructed from Linear Approximation Processes , 1999, SIAM J. Matrix Anal. Appl..

[12]  J. H. Wilkinson The algebraic eigenvalue problem , 1966 .

[13]  Stefano Serra,et al.  Optimal, quasi-optimal and superlinear band-Toeplitz preconditioners for asymptotically ill-conditioned positive definite Toeplitz systems , 1997 .

[14]  G. Strang A proposal for toeplitz matrix calculations , 1986 .

[15]  O. Axelsson,et al.  On the rate of convergence of the preconditioned conjugate gradient method , 1986 .

[16]  Eugene E. Tyrtyshnikov,et al.  Which circulant preconditioner is better? , 1996, Math. Comput..

[17]  Walter Gautschi,et al.  The condition of Vandermonde-like matrices involving orthogonal polynomials☆ , 1983 .

[18]  Paolo Tilli,et al.  A note on the spectral distribution of toeplitz matrices , 1998 .

[19]  H. Keller,et al.  Analysis of Numerical Methods , 1969 .

[20]  I. Gohberg,et al.  Convolution Equations and Projection Methods for Their Solution , 1974 .

[21]  J. Nagy,et al.  Circulant Preconditioned Toeplitz Least Squares Iterations , 1994, SIAM J. Matrix Anal. Appl..

[22]  R. Penrose A Generalized inverse for matrices , 1955 .

[23]  Fabio Di Benedetto,et al.  Analysis of Preconditioning Techniques for Ill-Conditioned Toeplitz Matrices , 1995, SIAM J. Sci. Comput..

[24]  Thomas Huckle,et al.  Circulant and Skewcirculant Matrices for Solving Toeplitz Matrix Problems , 1992, SIAM J. Matrix Anal. Appl..

[25]  Fabio Di Benedetto,et al.  Preconditioning of Block Toeplitz Matrices by Sine Transforms , 1997, SIAM J. Sci. Comput..

[26]  J. Nagy,et al.  Restoration of atmospherically blurred images by symmetric indefinite conjugate gradient techniques , 1996 .

[27]  Dario Bini,et al.  A new preconditioner for the parallel solution of positive definite Toeplitz systems , 1990, SPAA '90.

[28]  Stefano Serra Capizzano,et al.  A unifying approach to abstract matrix algebra preconditioning , 1999, Numerische Mathematik.

[29]  Stefano Serra,et al.  Preconditioning strategies for asymptotically ill-conditioned block Toeplitz systems , 1994 .

[30]  T. Chan An Optimal Circulant Preconditioner for Toeplitz Systems , 1988 .

[31]  Xiao-Qing Jin,et al.  Hartley preconditioners for Toeplitz systems generated by positive continuous functions , 1994 .

[32]  G. Strang,et al.  Toeplitz equations by conjugate gradients with circulant preconditioner , 1989 .

[33]  Eugene E. Tyrtyshnikov,et al.  Optimal and Superoptimal Circulant Preconditioners , 1992, SIAM J. Matrix Anal. Appl..

[34]  Dario Bini,et al.  SPECTRAL AND COMPUTATIONAL PROPERTIES OF BAND SYMMETRIC TOEPLITZ MATRICES , 1983 .

[35]  Stefano Serra,et al.  Asymptotic Results on the Spectra of Block Toeplitz Preconditioned Matrices , 1999 .

[36]  D. Jackson,et al.  The theory of approximation , 1982 .

[37]  P. Tilli Singular values and eigenvalues of non-hermitian block Toeplitz matrices , 1996 .

[38]  Stefano Serra Capizzano,et al.  Any Circulant-Like Preconditioner for Multilevel Matrices Is Not Superlinear , 2000, SIAM J. Matrix Anal. Appl..

[39]  E. E. Tyrtyshnikov A unifying approach to some old and new theorems on distribution and clustering , 1996 .

[40]  Francesco Aldo Costabile,et al.  Asymptotic expansion and extrapolation for Bernstein polynomials with applications , 1996 .

[41]  Alan V. Oppenheim,et al.  Applications of digital signal processing , 1978 .

[42]  Dario Bini,et al.  Parallel Solution of Certain Toeplitz Linear Systems , 1984, SIAM J. Comput..

[43]  I. P. Natanson Constructive function theory , 1964 .

[44]  Raymond H. Chan,et al.  Circulant preconditioners for Toeplitz matrices with piecewise continuous generating functions , 1992 .

[45]  Stefano Serra,et al.  A Korovkin-type theory for finite Toeplitz operators via matrix algebras , 1999 .