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The hyperbolic elimination method for solving the equality constrained indefinite least squares problem

机译:等式约束不定最小二乘问题的双曲线消除方法

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Recently, Liu and Wang [Q. Liu and M. Wang, Algebraic properties and perturbation results for the indefinite least squares problem with equality constraints, Int. J. Comp. Math. 87(2) (2010), pp. 425-434.] proved that the solution of the equality constrained indefinite least squares (ILSE) problem min_(Bx=d)(b-Ax)~T J(b - Ax), J = diag(-I_q, I_p) is the limit of the solution of the unconstrained weighted indefinite least squares (WILS) problem min(f_μ-G_μx_μ)~T J (f_μ-G_μx_μ) with G_μ =(μb a), fμ=(μd b), and J = diag(I_s, J) as the weight μ tends to infinity, assuming that B has full row rank and x~T A~T JAx > 0 for all nonzero x ∈ null(B). Based on this observation, we derive a type of elimination method by applying the hyperbolic QR factorization method to above WILS problem and taking the limit analytically. Theoretical analysis shows that the method obtained is forward stable under a reasonable assumption. We illustrate our results with numerical tests.
机译:最近,刘和王[问。 Liu和M. Wang,具有等式约束的不定最小二乘问题的代数性质和摄动结果,整数。 J.比较数学。 87(2)(2010),pp。425-434。]证明等式约束不定最小二乘(ILSE)问题min_(Bx = d)(b-Ax)〜TJ(b-Ax),J = diag(-I_q,I_p)是无约束加权不定最小二乘(WILS)问题min(f_μ-G_μx_μ)〜TJ(f_μ-G_μx_μ)的解的极限,其中G_μ=(μba),fμ=(μd b),并且J = diag(I_s,J),因为权重μ趋于无穷大,假设B具有完整的行秩,并且对于所有非零x∈null(B),x〜TA〜T JAx> 0。在此基础上,通过将双曲QR分解方法应用于上述WILS问题并分析极限,推导了一种消除方法。理论分析表明,该方法在合理的假设下是前向稳定的。我们通过数值测试来说明我们的结果。

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