Fast Simultaneous Orthogonal Reduction to Triangular Matrices

A new algorithm is presented for simultaneous reduction of a given finite sequence of square matrices to upper triangular matrices by means of orthogonal transformations. The reduction is performed through a series of deflation steps, where each step contains a simultaneous eigenvalue problem being a direct generalization of the generalized eigenvalue problem. To solve the latter, a fast variant of the Gauss-Newton algorithm is proposed with some results on its local convergence properties (quadratic for the exact and linear for the approximate reduction) and numerical examples are provided.

[1]  Arie Yeredor,et al.  Non-orthogonal joint diagonalization in the least-squares sense with application in blind source separation , 2002, IEEE Trans. Signal Process..

[2]  G. Stewart,et al.  Matrix Perturbation Theory , 1990 .

[3]  Daniel Kressner,et al.  Multishift Variants of the QZ Algorithm with Aggressive Early Deflation , 2006, SIAM J. Matrix Anal. Appl..

[4]  G. Stewart,et al.  An Algorithm for Generalized Matrix Eigenvalue Problems. , 1973 .

[5]  Arie Yeredor,et al.  On using exact joint diagonalization for noniterative approximate joint diagonalization , 2005, IEEE Signal Processing Letters.

[6]  William Kahan,et al.  Some new bounds on perturbation of subspaces , 1969 .

[7]  Arogyaswami Paulraj,et al.  An analytical constant modulus algorithm , 1996, IEEE Trans. Signal Process..

[8]  A. Bunse-Gerstner,et al.  Numerical Methods for Simultaneous Diagonalization , 1993, SIAM J. Matrix Anal. Appl..

[9]  Andreas Ziehe,et al.  A Fast Algorithm for Joint Diagonalization with Non-orthogonal Transformations and its Application to Blind Source Separation , 2004, J. Mach. Learn. Res..

[10]  Joos Vandewalle,et al.  Computation of the Canonical Decomposition by Means of a Simultaneous Generalized Schur Decomposition , 2005, SIAM J. Matrix Anal. Appl..

[11]  M. Chu A continuous Jacobi-like approach to the simultaneous reduction of real matrices , 1991 .

[12]  Antoine Souloumiac,et al.  Jacobi Angles for Simultaneous Diagonalization , 1996, SIAM J. Matrix Anal. Appl..

[13]  Lieven De Lathauwer,et al.  Blind Identification of Underdetermined Mixtures by Simultaneous Matrix Diagonalization , 2008, IEEE Transactions on Signal Processing.

[14]  B. Kågström,et al.  Computing periodic deflating subspaces associated with a specified set of eigenvalues , 2007 .