On Modifying Singular Values to Solve Possible Singular Systems of Non-Linear Equations
 (254 K)
|
NBER Working Paper No. 125
Issued in March 1976
We show that if a certain nondegeneracy assumption holds, it is possible to guarantee the existence of a solution to a system of nonlinear equations f(x) = 0 whose Jacobian matrix J(x) exists but maybe singular. The main idea is to modify small singular values of J(x) in such away that the modified Jacobian matrix J^(x) has a continuous pseudoinverse J^+(x)and that a solution x* of f(x) = 0 may be found by determining an asymptote of the solution to the initial value problem x(0) = x[sub0}, x’(t) = -J^+(x)f(x). We briefly discuss practical (algorithmic) implications of this result. Although the nondegeneracy assumption may fail for many systems of interest (indeed, if the assumption holds and J(x*) is non-singular, then x is unique), algorithms using(x) may enjoy a larger region of convergence than those that require(an approximation to) J[to the -1 power[(x).
This paper is available as PDF (254 K) or via email.
Machine-readable bibliographic record -
MARC,
RIS,
BibTeX
|
|
|
About
Support
The research activities of the NBER are funded by grants from federal research agencies, by private foundations, and by generous donations from our corporate associates and from private individuals. The NBER is a non-profit, 501(c)(3) organization. For information on supporting the NBER, please contact:
Mr. Denis Healy, Director of Development
NBER
1050 Massachusetts Avenue
Cambridge, MA 02138-5398
ph: 617-868-3900
email: dhealy@nber.org
Close