Numerical optimization in hybrid symbolic-numeric computation

L. Zhi
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引用次数: 4

Abstract

Approximate symbolic computation problems can be formulated as constrained or unconstrained optimization problems, for example: GCD [3,8,12,13,23], factorization [5,10], and polynomial system solving [2,25,29]. We exploit the special structure of these optimization problems, and show how to design efficient and stable hybrid symbolic-numeric algorithms based on Gauss-Newton iteration, structured total least squares (STLS), semide finite programming and other numeric optimization methods.
符号-数值混合计算中的数值优化
近似符号计算问题可以表述为有约束或无约束优化问题,例如:GCD[3,8,12,13,23],因数分解[5,10]和多项式系统求解[2,25,29]。我们利用这些优化问题的特殊结构,展示了如何基于高斯-牛顿迭代、结构化总最小二乘(STLS)、半有限规划和其他数值优化方法设计高效稳定的符号-数值混合算法。
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