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来源类型 | Working Paper |
规范类型 | 报告 |
DOI | 10.3386/w0125 |
来源ID | Working 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). |
URL | https://www.nber.org/papers/w0125 |
来源智库 | National Bureau of Economic Research (United States) |
引用统计 | |
资源类型 | 智库出版物 |
条目标识符 | http://119.78.100.153/handle/2XGU8XDN/557321 |
推荐引用方式 GB/T 7714 | David M. Gay. On Modifying Singular Values to Solve Possible Singular Systems of Non-Linear Equations. 1976. |
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文件名称/大小 | 资源类型 | 版本类型 | 开放类型 | 使用许可 | ||
w0125.pdf(253KB) | 智库出版物 | 限制开放 | CC BY-NC-SA | 浏览 |
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