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Erschienen in: Foundations of Computational Mathematics 2/2014

01.04.2014

Complexity of Path-Following Methods for the Eigenvalue Problem

verfasst von: Diego Armentano

Erschienen in: Foundations of Computational Mathematics | Ausgabe 2/2014

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Abstract

A unitarily invariant projective framework is introduced to analyze the complexity of path-following methods for the eigenvalue problem. A condition number, and its relation to the distance to ill-posedness, is given. A Newton map appropriate for this context is defined, and a version of Smale’s \(\gamma \)-theorem is proven. The main result of this paper bounds the complexity of path-following methods in terms of the length of the path in the condition metric.

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Fußnoten
1
If \(A\in \mathbb {P}(\mathbb {C}^{n\times n})\setminus \Sigma \), then \(A\) has \(n\) distinct eigenvalues; thus, the cardinal number of \(\pi ^{-1}(A)\) coincides with \(\deg _{(n^2-1,0)}(\mathcal {V})\). In Proposition 2.14 we give an independent proof of this fact, which we consider interesting per se.
 
Literatur
1.
Zurück zum Zitat D. Armentano: Ph.D. Thesis. Universidad de la República, Uruguay, and Université Paul Sabatier, France (2013). D. Armentano: Ph.D. Thesis. Universidad de la República, Uruguay, and Université Paul Sabatier, France (2013).
2.
Zurück zum Zitat D. Armentano and M. Shub: Smale’s fundamental theorem of algebra reconsidered. Found Comput Math vol. 14, no. 1, (2014), 85–114. D. Armentano and M. Shub: Smale’s fundamental theorem of algebra reconsidered. Found Comput Math vol. 14, no. 1, (2014), 85–114.
3.
Zurück zum Zitat S. Batterson and J. Smillie: Rayleigh quotient iteration fails for nonsymmetric matrices, Appl Math Lett, 2 (1989) 19–20. S. Batterson and J. Smillie: Rayleigh quotient iteration fails for nonsymmetric matrices, Appl Math Lett, 2 (1989) 19–20.
4.
Zurück zum Zitat S. Batterson and J. Smillie: Rayleigh quotient iteration for nonsymmetric matrices, Math Comp 191 (1990) 169–178. S. Batterson and J. Smillie: Rayleigh quotient iteration for nonsymmetric matrices, Math Comp 191 (1990) 169–178.
5.
Zurück zum Zitat C. Beltrán: A continuation method to solve polynomial systems, and its complexity, Numerische Mathematik 117, no. 1 (2011), 89113. C. Beltrán: A continuation method to solve polynomial systems, and its complexity, Numerische Mathematik 117, no. 1 (2011), 89113.
6.
Zurück zum Zitat C. Beltrán, J.P. Dedieu, G. Malajovich and M. Shub: Convexity properties of the condition number. SIAM J Matrix Anal Appl 31 No 3, pp 1491–1506 (2010). C. Beltrán, J.P. Dedieu, G. Malajovich and M. Shub: Convexity properties of the condition number. SIAM J Matrix Anal Appl 31 No 3, pp 1491–1506 (2010).
7.
Zurück zum Zitat C. Beltrán, J.P. Dedieu, G. Malajovich and M. Shub: Convexity properties of the condition number II. SIAM J Matrix Anal Appl 33(3) pp 905–939 (2012). C. Beltrán, J.P. Dedieu, G. Malajovich and M. Shub: Convexity properties of the condition number II. SIAM J Matrix Anal Appl 33(3) pp 905–939 (2012).
8.
Zurück zum Zitat C. Beltrán and L. M. Pardo: Smale’s 17th problem: average polynomial time to compute affine and projective solutions, J Am Math Soc 22 (2009), no. 2, 363–385. MR 2476778 (2009m:90147). C. Beltrán and L. M. Pardo: Smale’s 17th problem: average polynomial time to compute affine and projective solutions, J Am Math Soc 22 (2009), no. 2, 363–385. MR 2476778 (2009m:90147).
9.
Zurück zum Zitat C. Beltrán and M.Shub: The complexity and geometry of numerically solving polynomial systems. Recent advances in real complexity and computation. Contemp Math 2013; Volume: 604. C. Beltrán and M.Shub: The complexity and geometry of numerically solving polynomial systems. Recent advances in real complexity and computation. Contemp Math 2013; Volume: 604.
10.
Zurück zum Zitat C. Beltrán and M.Shub: Complexity of Bézout’s theorem VII: Distances estimates in the condition metric. Found Comput Math, 9 (2009) 179–195. C. Beltrán and M.Shub: Complexity of Bézout’s theorem VII: Distances estimates in the condition metric. Found Comput Math, 9 (2009) 179–195.
11.
Zurück zum Zitat L. Blum, F. Cucker, M. Shub and S. Smale: Complexity and real computation. Springer, New York, 1998. L. Blum, F. Cucker, M. Shub and S. Smale: Complexity and real computation. Springer, New York, 1998.
12.
13.
Zurück zum Zitat P. Bürguisser and F. Cucker: On a problem posed by Steve Smale. Ann Math, 174(3): 1785–1836 (2011). P. Bürguisser and F. Cucker: On a problem posed by Steve Smale. Ann Math, 174(3): 1785–1836 (2011).
14.
Zurück zum Zitat C. D’Andrea, T. Krick and M. Sombra: Heights of varieties in multiprojective spaces and arithmetic Nullstellensätze. Annales Scientifiques de l’ENS, 4, 549–627, (2013). C. D’Andrea, T. Krick and M. Sombra: Heights of varieties in multiprojective spaces and arithmetic Nullstellensätze. Annales Scientifiques de l’ENS, 4, 549–627, (2013).
15.
Zurück zum Zitat M.T. Chu: A simple application of the homotopy method to symmetric eigenvalue problems. Linear Algebra Appl, 59 (1984), pp. 8590. M.T. Chu: A simple application of the homotopy method to symmetric eigenvalue problems. Linear Algebra Appl, 59 (1984), pp. 8590.
16.
Zurück zum Zitat J.P. Dedieu: Points Fixes, Zéros et la Méthode de Newton. Mathématiques & Applications SMAI-Springer, Berlin, 54, 2006. J.P. Dedieu: Points Fixes, Zéros et la Méthode de Newton. Mathématiques & Applications SMAI-Springer, Berlin, 54, 2006.
17.
Zurück zum Zitat J-P. Dedieu, G. Malajovich and M. Shub: Adaptative step size selection for homotopy methods to solve polynomial equations. IMA J Numer Anal 33, No. 1, 1–29 (2013). J-P. Dedieu, G. Malajovich and M. Shub: Adaptative step size selection for homotopy methods to solve polynomial equations. IMA J Numer Anal 33, No. 1, 1–29 (2013).
18.
Zurück zum Zitat J.P. Dedieu and M. Shub: Multihomogeneous Newton Methods. Math Comput vol. 69, no. 231, (1999), 1071–1098. J.P. Dedieu and M. Shub: Multihomogeneous Newton Methods. Math Comput vol. 69, no. 231, (1999), 1071–1098.
19.
Zurück zum Zitat P. Deift: Some open problems in random matrix theory and the theory of integrable systems. Contemp Math, 458 (2008), 419–430. P. Deift: Some open problems in random matrix theory and the theory of integrable systems. Contemp Math, 458 (2008), 419–430.
20.
Zurück zum Zitat J. Demmel: The Probability that a numerical analysis problem is difficult. Math Comput vol. 50, (1988), 449–480. J. Demmel: The Probability that a numerical analysis problem is difficult. Math Comput vol. 50, (1988), 449–480.
21.
Zurück zum Zitat W. Fulton: Intersection Theory. Springer, Berlin, 1984. W. Fulton: Intersection Theory. Springer, Berlin, 1984.
22.
Zurück zum Zitat G. Golub and C. van Loan: Matrix Computations, third edition, The Johns Hopkins University Press, Baltimore 1996. G. Golub and C. van Loan: Matrix Computations, third edition, The Johns Hopkins University Press, Baltimore 1996.
23.
Zurück zum Zitat T.Y. Li: Numerical solution of multivariate polynomial systems by homotopy continuation methods. Acta Numer, 6, Cambridge University Press, Cambridge, (1997), 399436. T.Y. Li: Numerical solution of multivariate polynomial systems by homotopy continuation methods. Acta Numer, 6, Cambridge University Press, Cambridge, (1997), 399436.
24.
Zurück zum Zitat T.Y. Li, and T. Sauer: Homotopy method for generalized eigenvalue problems Ax=Bx. Linear Algebra Appl 91 (1987), 6574. T.Y. Li, and T. Sauer: Homotopy method for generalized eigenvalue problems Ax=Bx. Linear Algebra Appl 91 (1987), 6574.
25.
Zurück zum Zitat T.Y. Li, T. Sauer, and J. Yorke: Numerical solution of a class of deficient polynomial systems. SIAM J Numer Anal 24 (1987), no. 2, 435451. T.Y. Li, T. Sauer, and J. Yorke: Numerical solution of a class of deficient polynomial systems. SIAM J Numer Anal 24 (1987), no. 2, 435451.
26.
Zurück zum Zitat S. H. Lui, H. B. Keller, and T. W. C. Kwok: Homotopy method for the large, sparse, real nonsymmetric eigenvalue problem, SIAM J Matrix Anal Appl 18(2), volume 18, 312333, 1997. S. H. Lui, H. B. Keller, and T. W. C. Kwok: Homotopy method for the large, sparse, real nonsymmetric eigenvalue problem, SIAM J Matrix Anal Appl 18(2), volume 18, 312333, 1997.
27.
Zurück zum Zitat D. Mumford: Algebraic Geometry I Complex Projective Varieties. Springer, Berlin, 1976. D. Mumford: Algebraic Geometry I Complex Projective Varieties. Springer, Berlin, 1976.
28.
Zurück zum Zitat V.Y. Pan: Optimal and nearly optimal algorithms for approximating polynomial zeros, Comput Math Appl, vol 31, (1996), 97–138. V.Y. Pan: Optimal and nearly optimal algorithms for approximating polynomial zeros, Comput Math Appl, vol 31, (1996), 97–138.
30.
Zurück zum Zitat J. Renegar: On the worst-case arithmetic complexity of approximating zeros of polynomials. J Complex 3 (1987), no. 2, 90113. J. Renegar: On the worst-case arithmetic complexity of approximating zeros of polynomials. J Complex 3 (1987), no. 2, 90113.
31.
Zurück zum Zitat M. Shub: Complexity of Bezout’s theorem. VI. Geodesics in the Condition (Number) Metric. Found Comput Math 9, (2009), 171–178. M. Shub: Complexity of Bezout’s theorem. VI. Geodesics in the Condition (Number) Metric. Found Comput Math 9, (2009), 171–178.
32.
Zurück zum Zitat M. Shub and S. Smale: Complexity of Bezout’s theorem. I. Geometrical Aspects. J Am Math Soc vol. 6, no. 1, (1993), 459–501. M. Shub and S. Smale: Complexity of Bezout’s theorem. I. Geometrical Aspects. J Am Math Soc vol. 6, no. 1, (1993), 459–501.
33.
Zurück zum Zitat M. Shub and S. Smale: Complexity of Bezout’s theorem. IV. Probability of success; extensions. SIAM J Numer Anal 33, no. 1, (1996),128–148. M. Shub and S. Smale: Complexity of Bezout’s theorem. IV. Probability of success; extensions. SIAM J Numer Anal 33, no. 1, (1996),128–148.
34.
Zurück zum Zitat M. Shub and S. Smale: Complexity of Bezout’s theorem. V. Polynomial time. Theoret Comput Sci 133, no. 1, (1994),141–164. M. Shub and S. Smale: Complexity of Bezout’s theorem. V. Polynomial time. Theoret Comput Sci 133, no. 1, (1994),141–164.
35.
Zurück zum Zitat G.W. Stewart: Matrix Algorithms: Eigensystems, SIAM, 2001. G.W. Stewart: Matrix Algorithms: Eigensystems, SIAM, 2001.
36.
Zurück zum Zitat G.W. Stewart and J. Sun : Matrix perturbation theory. Academic Press, New York 1990. G.W. Stewart and J. Sun : Matrix perturbation theory. Academic Press, New York 1990.
37.
Zurück zum Zitat L.N. Trefethen and D. Bau: Numerical linear algebra. Society for Industrial and Applied Mathematics (SIAM), Philadelphia, PA, 1997. xii+361. L.N. Trefethen and D. Bau: Numerical linear algebra. Society for Industrial and Applied Mathematics (SIAM), Philadelphia, PA, 1997. xii+361.
38.
Zurück zum Zitat D. S. Watkins: The Matrix Eigenvalue Problem. GR and Krylov Subspaces Methods. SIAM, 2007. D. S. Watkins: The Matrix Eigenvalue Problem. GR and Krylov Subspaces Methods. SIAM, 2007.
39.
Zurück zum Zitat J.H. Wilkinson: The Algebraic Eigenvalue Problem, Clarendon Press, Oxford, 1965. J.H. Wilkinson: The Algebraic Eigenvalue Problem, Clarendon Press, Oxford, 1965.
40.
Zurück zum Zitat J.H. Wilkinson: Note on matrices with a very ill-conditioned eigenproblem. Numer Math, vol 19, (1972), 176–178. J.H. Wilkinson: Note on matrices with a very ill-conditioned eigenproblem. Numer Math, vol 19, (1972), 176–178.
Metadaten
Titel
Complexity of Path-Following Methods for the Eigenvalue Problem
verfasst von
Diego Armentano
Publikationsdatum
01.04.2014
Verlag
Springer US
Erschienen in
Foundations of Computational Mathematics / Ausgabe 2/2014
Print ISSN: 1615-3375
Elektronische ISSN: 1615-3383
DOI
https://doi.org/10.1007/s10208-013-9185-5

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