--- Rolf Turner <[EMAIL PROTECTED]> wrote: > I just Googled around a bit and found definitions of Toeplitz and > circulant matrices as follows: > > A Toeplitz matrix is any n x n matrix with values constant along each > (top-left to lower-right) diagonal. matrix has the form > > a_0 a_1 . . . . ... a_{n-1} > a_{-1} a_0 a_1 ... a_{n-2} > a_{-2} a_{-1} a_0 a_1 ... . > . . . . . . > . . . . . . > . . . . . . > a_{-(n-1)} a_{-(n-2)} ... a_1 a_0 > > (A Toeplitz matrix ***may*** be symmetric.)
Agreed. As may a circulant matrix if a_i = a_{p-i+2} > > A circulant matrix is an n x n matrix whose rows are composed of > cyclically shifted versions of a length-n vector. For example, the > circulant matrix on the vector (1, 2, 3, 4) is > > 4 1 2 3 > 3 4 1 2 > 2 3 4 1 > 1 2 3 4 > > So circulant matrices are a special case of Toeplitz matrices. > However a circulant matrix cannot be symmetric. > > The eigenvalues of the forgoing circulant matrix are 10, 2 + 2i, > 2 - 2i, and 2 --- certainly not roots of unity. The eigenvalues are 4+1*omega+2*omega^2+3*omega^3. omega=cos(2*pi*k/4)+isin(2*pi*k/4) as k ranges over 1, 2, 3, 4, so the above holds. Bellman may have > been talking about the particular (important) case of a circulant > matrix where the vector from which it is constructed is a canonical > basis vector e_i with a 1 in the i-th slot and zeroes elsewhere. No, that is not true: his result can be verified for any circulant matrix, directly. > Such a matrix is in fact a unitary matrix (operator), whence its > spectrum is contained in the unit circle; its eigenvalues are indeed > n-th roots of unity. > > Such matrices are related to the unilateral shift operator on > Hilbert space (which is the ``primordial'' Toeplitz operator). > It arises as multiplication by z on H^2 --- the ``analytic'' > elements of L^2 of the unit circle. > > On (infinite dimensional) Hilbert space the unilateral shift > looks like > > 0 0 0 0 0 ... > 1 0 0 0 0 ... > 0 1 0 0 0 ... > 0 0 1 0 0 ... > . . . . . ... > . . . . . ... > > which maps e_0 to e_1, e_1 to e_2, e_2 to e_3, ... on and on > forever. On (say) 4 dimensional space we can have a unilateral > shift operator/matrix > > 0 0 0 0 > 1 0 0 0 > 0 1 0 0 > 0 0 1 0 > > but its range is a 3 dimensional subspace (e_4 gets ``killed''). > > The ``corresponding'' circulant matrix is > > 0 0 0 1 > 1 0 0 0 > 0 1 0 0 > 0 0 1 0 > > which is an onto mapping --- e_4 gets sent back to e_1. > > I hope this clears up some of the confusion. > > cheers, > > Rolf Turner > [EMAIL PROTECTED] Many thanks and best wishes! ______________________________________________ R-help@stat.math.ethz.ch mailing list https://stat.ethz.ch/mailman/listinfo/r-help PLEASE do read the posting guide! http://www.R-project.org/posting-guide.html