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The probability that a slightly perturbed numerical analysis problem is difficult
Authors:
Peter Bürgisser, Felipe Cucker and Martin Lotz
Journal:
Math. Comp. 77 (2008), 1559-1583
MSC (2000):
Primary 65Y20; Secondary 65F35, 65H20.
Posted:
January 30, 2008
MathSciNet review:
2398780
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Additional Information
Abstract: We prove a general theorem providing smoothed analysis estimates for conic condition numbers of problems of numerical analysis. Our probability estimates depend only on geometric invariants of the corresponding sets of ill-posed inputs. Several applications to linear and polynomial equation solving show that the estimates obtained in this way are easy to derive and quite accurate. The main theorem is based on a volume estimate of -tubular neighborhoods around a real algebraic subvariety of a sphere, intersected with a spherical disk of radius . Besides and , this bound depends only on the dimension of the sphere and on the degree of the defining equations.
References
- 1.
C.
Beltrán and L.
M. Pardo, Estimates on the distribution of the condition number of
singular matrices, Found. Comput. Math. 7 (2007),
no. 1, 87–134. MR 2283343
(2008b:65059), http://dx.doi.org/10.1007/s10208-005-0176-2
- 2.
Adi
Ben-Israel and Thomas
N. E. Greville, Generalized inverses, 2nd ed., CMS Books in
Mathematics/Ouvrages de Mathématiques de la SMC, 15,
Springer-Verlag, New York, 2003. Theory and applications. MR 1987382
(2004b:15008)
- 3.
Lenore
Blum, Lectures on a theory of computation and complexity over the
reals (or an arbitrary ring), 1989 lectures in complex systems (Santa
Fe, NM, 1989) Santa Fe Inst. Stud. Sci. Complexity Lectures, II,
Addison-Wesley, Redwood City, CA, 1990, pp. 1–47. MR 1104440
(92h:68027)
- 4.
Lenore
Blum, Felipe
Cucker, Michael
Shub, and Steve
Smale, Complexity and real computation, Springer-Verlag, New
York, 1998. With a foreword by Richard M. Karp. MR 1479636
(99a:68070)
- 5.
Jacek
Bochnak, Michel
Coste, and Marie-Françoise
Roy, Real algebraic geometry, Ergebnisse der Mathematik und
ihrer Grenzgebiete (3) [Results in Mathematics and Related Areas (3)],
vol. 36, Springer-Verlag, Berlin, 1998. Translated from the 1987
French original; Revised by the authors. MR 1659509
(2000a:14067)
- 6.
Peter
Bürgisser, Felipe
Cucker, and Martin
Lotz, General formulas for the smoothed analysis of condition
numbers, C. R. Math. Acad. Sci. Paris 343 (2006),
no. 2, 145–150 (English, with English and French summaries). MR 2243310
(2007b:65147), http://dx.doi.org/10.1016/j.crma.2006.05.014
- 7.
Peter
Bürgisser, Felipe
Cucker, and Martin
Lotz, Smoothed analysis of complex conic condition numbers, J.
Math. Pures Appl. (9) 86 (2006), no. 4, 293–309
(English, with English and French summaries). MR 2257845
(2007h:65040), http://dx.doi.org/10.1016/j.matpur.2006.06.001
- 8.
S.L. Campbell and C.D. Meyer.
Generalized Inverse of Linear Transformations. Pitman, 1979.
- 9.
Shiing-shen
Chern, On the kinematic formula in integral geometry, J. Math.
Mech. 16 (1966), 101–118. MR 0198406
(33 #6564)
- 10.
Dennis
Cheung and Felipe
Cucker, A note on level-2 condition numbers, J. Complexity
21 (2005), no. 3, 314–319. MR 2138441
(2006a:65201), http://dx.doi.org/10.1016/j.jco.2004.06.004
- 11.
F.
Cucker, H.
Diao, and Y.
Wei, Smoothed analysis of some condition numbers, Numer.
Linear Algebra Appl. 13 (2006), no. 1, 71–84.
MR
2194973 (2006k:65114), http://dx.doi.org/10.1002/nla.464
- 12.
James
Weldon Demmel, On condition numbers and the distance to the nearest
ill-posed problem, Numer. Math. 51 (1987),
no. 3, 251–289. MR 895087
(88i:15014), http://dx.doi.org/10.1007/BF01400115
- 13.
James
W. Demmel, The probability that a numerical
analysis problem is difficult, Math. Comp.
50 (1988), no. 182, 449–480. MR 929546
(89g:65062), http://dx.doi.org/10.1090/S0025-5718-1988-0929546-7
- 14.
J. Dunagan, D.A. Spielman, and S.-H. Teng.
Smoothed analysis of Renegar's condition number for linear programming. Preprint available at http://theory.lcs.mit.edu/~spielman, 2003.
- 15.
C. Eckart and G. Young.
The approximation of one matrix by another of lower rank. Psychometrika, 1:211-218, 1936.
- 16.
Gene
H. Golub and Charles
F. Van Loan, Matrix computations, 2nd ed., Johns Hopkins
Series in the Mathematical Sciences, vol. 3, Johns Hopkins University
Press, Baltimore, MD, 1989. MR 1002570
(90d:65055)
- 17.
Alfred
Gray, Tubes, Addison-Wesley Publishing Company Advanced Book
Program, Redwood City, CA, 1990. MR 1044996
(92d:53002)
- 18.
Ralph
Howard, The kinematic formula in Riemannian homogeneous
spaces, Mem. Amer. Math. Soc. 106 (1993),
no. 509, vi+69. MR 1169230
(94d:53114)
- 19.
E.
Kostlan, On the distribution of roots of random polynomials,
From Topology to Computation: Proceedings of the Smalefest (Berkeley, CA,
1990), Springer, New York, 1993, pp. 419–431. MR
1246137
- 20.
J.
Milnor, On the Betti numbers of real varieties, Proc. Amer.
Math. Soc. 15 (1964), 275–280. MR 0161339
(28 #4547)
- 21.
J.
Renegar, On the efficiency of Newton’s method in
approximating all zeros of a system of complex polynomials, Math.
Oper. Res. 12 (1987), no. 1, 121–148. MR 882846
(88j:65112), http://dx.doi.org/10.1287/moor.12.1.121
- 22.
Luis
A. Santaló, Integral geometry and geometric
probability, Addison-Wesley Publishing Co., Reading,
Mass.-London-Amsterdam, 1976. With a foreword by Mark Kac; Encyclopedia of
Mathematics and its Applications, Vol. 1. MR 0433364
(55 #6340)
- 23.
I.
R. Shafarevich, Basic algebraic geometry, Springer-Verlag, New
York, 1974. Translated from the Russian by K. A. Hirsch; Die Grundlehren
der mathematischen Wissenschaften, Band 213. MR 0366917
(51 #3163)
- 24.
Michael
Shub and Steve
Smale, Complexity of Bézout’s
theorem. I. Geometric aspects, J. Amer. Math.
Soc. 6 (1993), no. 2, 459–501. MR 1175980
(93k:65045), http://dx.doi.org/10.1090/S0894-0347-1993-1175980-4
- 25.
M.
Shub and S.
Smale, Complexity of Bezout’s theorem. II. Volumes and
probabilities, Computational algebraic geometry (Nice, 1992) Progr.
Math., vol. 109, Birkhäuser Boston, Boston, MA, 1993,
pp. 267–285. MR 1230872
(94m:68086)
- 26.
Michael
Shub and Steve
Smale, Complexity of Bezout’s theorem. III. Condition number
and packing, J. Complexity 9 (1993), no. 1,
4–14. Festschrift for Joseph F. Traub, Part I. MR 1213484
(94g:65152), http://dx.doi.org/10.1006/jcom.1993.1002
- 27.
M.
Shub and S.
Smale, Complexity of Bezout’s theorem. V. Polynomial
time, Theoret. Comput. Sci. 133 (1994), no. 1,
141–164. Selected papers of the Workshop on Continuous Algorithms and
Complexity (Barcelona, 1993). MR 1294430
(96d:65091), http://dx.doi.org/10.1016/0304-3975(94)90122-8
- 28.
Michael
Shub and Steve
Smale, Complexity of Bezout’s theorem. IV. Probability of
success; extensions, SIAM J. Numer. Anal. 33 (1996),
no. 1, 128–148. MR 1377247
(97k:65310), http://dx.doi.org/10.1137/0733008
- 29.
Steve
Smale, The fundamental theorem of algebra and
complexity theory, Bull. Amer. Math. Soc.
(N.S.) 4 (1981), no. 1, 1–36. MR 590817
(83i:65044), http://dx.doi.org/10.1090/S0273-0979-1981-14858-8
- 30.
Steve
Smale, Complexity theory and numerical analysis, Acta
numerica, 1997, Acta Numer., vol. 6, Cambridge Univ. Press,
Cambridge, 1997, pp. 523–551. MR 1489262
(99d:65385)
- 31.
Daniel
A. Spielman and Shang-Hua
Teng, Smoothed analysis of algorithms, (Beijing, 2002)
Higher Ed. Press, Beijing, 2002, pp. 597–606. MR 1989210
(2004d:90138)
- 32.
Daniel
A. Spielman and Shang-Hua
Teng, Smoothed analysis of termination of linear programming
algorithms, Math. Program. 97 (2003), no. 1-2,
Ser. B, 375–404. ISMP, 2003 (Copenhagen). MR 2004403
(2005b:90069)
- 33.
Daniel
A. Spielman and Shang-Hua
Teng, Smoothed analysis of algorithms: why the simplex algorithm
usually takes polynomial time, J. ACM 51 (2004),
no. 3, 385–463 (electronic). MR 2145860
(2006f:90029), http://dx.doi.org/10.1145/990308.990310
- 34.
Daniel
A. Spielman and Shang-Hua
Teng, Smoothed analysis of algorithms and heuristics: progress and
open questions, Foundations of computational mathematics, Santander
2005, London Math. Soc. Lecture Note Ser., vol. 331, Cambridge Univ.
Press, Cambridge, 2006, pp. 274–342. MR 2277110
(2008a:68261), http://dx.doi.org/10.1017/CBO9780511721571.010
- 35.
M. Spivak.
A comprehensive introduction to differential geometry. Vol. I. Publish or Perish Inc., Wilmington, Del., second edition, 1979.
- 36.
M. Spivak.
A comprehensive introduction to differential geometry. Vol. III. Publish or Perish Inc., Wilmington, Del., second edition, 1979.
- 37.
G.
W. Stewart and Ji
Guang Sun, Matrix perturbation theory, Computer Science and
Scientific Computing, Academic Press Inc., Boston, MA, 1990. MR 1061154
(92a:65017)
- 38.
R.
Sulanke and P.
Wintgen, Differentialgeometrie und Faserbündel,
Birkhäuser Verlag, Basel, 1972 (German). Lehrbücher und
Monographien aus dem Gebiete der exakten Wissenschaften, Mathematische
Reihe, Band 48. MR 0413153
(54 #1274)
- 39.
John
A. Thorpe, Elementary topics in differential geometry,
Undergraduate Texts in Mathematics, Springer-Verlag, New York, 1994.
Corrected reprint of the 1979 original. MR 1329997
(95m:53002)
- 40.
A.
M. Turing, Rounding-off errors in matrix processes, Quart. J.
Mech. Appl. Math. 1 (1948), 287–308. MR 0028100
(10,405c)
- 41.
John
von Neumann and H.
H. Goldstine, Numerical inverting of matrices of high order,
Bull. Amer. Math. Soc. 53 (1947), 1021–1099. MR 0024235
(9,471b)
- 42.
Hermann
Weyl, On the Volume of Tubes, Amer. J. Math.
61 (1939), no. 2, 461–472. MR
1507388, http://dx.doi.org/10.2307/2371513
- 43.
H. Weyl.
The Theory of Groups and Quantum Mechanics. Dover, New York, 1950.
- 44.
J.
H. Wilkinson, Note on matrices with a very ill-conditioned
eigenproblem, Numer. Math. 19 (1972), 176–178.
MR
0311092 (46 #10188)
- 45.
Richard
Wongkew, Volumes of tubular neighbourhoods of real algebraic
varieties, Pacific J. Math. 159 (1993), no. 1,
177–184. MR 1211391
(94e:14073)
- 46.
Mario
Wschebor, Smoothed analysis of 𝜅(𝐴), J.
Complexity 20 (2004), no. 1, 97–107. MR 2031560
(2005g:15041), http://dx.doi.org/10.1016/j.jco.2003.09.003
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Additional Information
Peter Bürgisser
Affiliation:
Department of Mathematics, University of Paderborn, Germany
Email:
pbuerg@upb.de
Felipe Cucker
Affiliation:
Department of Mathematics, City University of Hong Kong, Kowloon Tong, Hong Kong
Email:
macucker@cityu.edu.hk
Martin Lotz
Affiliation:
Department of Mathematics, City University of Hong Kong, Kowloon Tong, Hong Kong
Email:
lotzm@upb.de
DOI:
http://dx.doi.org/10.1090/S0025-5718-08-02060-7
PII:
S 0025-5718(08)02060-7
Keywords:
Condition numbers,
smooth analysis,
tubular neighborhoods of algebraic surfaces.
Received by editor(s):
September 28, 2006
Received by editor(s) in revised form:
April 23, 2007
Posted:
January 30, 2008
Additional Notes:
Part of these results were announced in C.R. Acad. Sci. Paris, Ser. I 343 (2006) 145--150.
The first author was partially supported by DFG grant BU 1371.
The second and third authors were partially supported by CityU SRG grant 7001860.
Article copyright:
© Copyright 2008 American Mathematical Society
The copyright for this article reverts to public domain after
28 years from publication.
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