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非线性最小二乘问题的结构p步牛顿法
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摘要:
给出了非线性最小二乘问题的结构p步牛顿法算法,分析了该算法的效率,结果表明,对零残差问题新算法具有q-2阶收敛速率,与牛顿法具有相同的收敛速率,由于新算法只需计算近似海赛矩阵,所以,其效应比牛顿法高,对于非零残差问题算法具有p步p 1阶收敛速率,其效率至少与牛顿法相同。
关键词:  最小二乘问题 P步牛顿法 效率
DOI:
修订日期:1999-11-30
基金项目:国家自然科学基金资助项目
Structured p-step Newton Algorithm for Nonlinear Least Square Problems
Abstract:
A structured p step Newton algorithm for nonlinear least square problems is developed. The efficiency of the algorithm is analysed. For zero residual problem its convergence rate is q 2 order, which is the same with that of Newton algorithm. Since the Hessian matrix is calculated appropriately, the efficiency of this algorithm is higher than that of Newton method; For non zero residual problem its convergence rate is p step p 1 order, the efficiency of this algorithm is at least as high as that of Newton method.
Key words:  Least square problem,p-step Newton algorithm,efficiency