G2TT
来源类型Working Paper
规范类型报告
DOI10.3386/w0125
来源IDWorking Paper 0125
On Modifying Singular Values to Solve Possible Singular Systems of Non-Linear Equations
David M. Gay
发表日期1976-03-01
出版年1976
语种英语
摘要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).
URLhttps://www.nber.org/papers/w0125
来源智库National Bureau of Economic Research (United States)
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资源类型智库出版物
条目标识符http://119.78.100.153/handle/2XGU8XDN/557321
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GB/T 7714
David M. Gay. On Modifying Singular Values to Solve Possible Singular Systems of Non-Linear Equations. 1976.
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