Abstract
An intimate connection between matrix eigenvalue algorithms and integrable dynamical systems is studied. It is proved that an infinitesimal rotation of each step of the Jacobi algorithm for symmetric eigenvalue problem is an integrable gradient system of Lax form.
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A.M. Bloch, Steepest descent, linear programming, and Hamiltonian flow. Contemp. Math., Vol. 114 (eds. J.C. Lagarias and M.J. Todd), Amer. Math. Soc., Providence, 1990, 77–88.
R.W. Brockett, Differential geometry and the design of gradient algorithms. Proc of Sympo. in Pure Math. Vol. 54 Part I (eds. R. Greene and S.T. Yau), Amer. Math. Soc., Providence, 1993, 69–92.
P. Deift, L.C. Li and C. Tomei, Matrix factorizations and integrable systems. Comm. Pure Appl. Math.,42 (1989), 443–521.
J. Demmel and K. Veselić, Jacobi’s method is more accurate than QR. SIAM J. Matrix Anal. Appl.,13 (1992), 1204–1245.
P. Henrici, The quotient-difference algorithm. Nat. Bur. Standards Appl. Math. Ser.,49 (1958), 23–46.
R. Hirota, S. Tsujimoto and T. Imai, Difference scheme of soliton equations. NATO ASI Ser. B: Phys. Vol. 312 (eds. P.L. Christiansen, J.C. Eilbeck and R.D. Parmentier), Plenum, New York, 1993, 7–15.
G. Hori, Some recent results on isospectral flows. RIMS Kokyuroku, Vol. 868, Kyoto Univ., 1994, 52–65.
N. Karmarkar, Riemannian geometry underlying interior-point methods for linear programming. Contemp. Math., Vol. 114 (eds. J.C. Lagarias and M.J. Todd), Amer. Math. Soc., Providence, 1990, 51–75.
J. Moser, Finitely many points on the line under the influence of an exponential potential — An integrable system. Lecture Notes in Phys., Vol. 38 (ed. J. Moser), Springer-Verlag, Berlin, 1975, 467–497.
Y. Nakamura, A new nonlinear dynamical system that leads to eigenvalues. Japan J. Indust. Appl. Math.,9 (1992), 133–139.
Y. Nakamura, Lax pair and fixed point analysis of Karmarkar’s projective scaling trajectory for linear programming. Japan J. Indust. Appl. Math.,11 (1994), 1–9.
Y. Nakamura, Neurodynamics and nonlinear integrable systems of Lax type. Japan J. Indust. Appl. Math.,11 (1994), 11–20.
T. Nanda, An interactive method for the eigenvalue problem for matrices. Comput. Math. Appl,19 (1990), 43–51.
Von H. Rutishauser, Ein infinitesimales Analogon zum Quotienten-Differenzen-Algorithmus. Arch. Math.,5 (1954), 132–137.
W.W. Symes, The QR algorithm and scattering for the finite nonperiodic Toda lattice. Physica,4D(1982), 275–280.
J.H. Wilkinson, The Algebraic Eigenvalue Problem. Clarendon Press, Oxford, 1965.
W.-Y. Yan, U. Helmke and J.B. Moore, Global analysis of Oja’s flow for neural networks. IEEE Trans. Neural Networks,5 (1994), 674–683.
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Nakamura, Y. Jacobi algorithm for symmetric eigenvalue problem and integrable gradient system of Lax form. Japan J. Indust. Appl. Math. 14, 159–168 (1997). https://doi.org/10.1007/BF03167262
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DOI: https://doi.org/10.1007/BF03167262