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Local Behavior of the Newton Method on Two Equivalent Systems from Linear Programming

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Local Behavior of the Newton Method on Two Equivalent Systems from Linear Programming
Id. 41916625
Idioma inglés
Titulo Local Behavior of the Newton Method on Two Equivalent Systems from Linear Programming
Autor(es) C. Villalobos,R. Tapia
Localización http://citeseer.ist.psu.edu/481078.html
Versión 1.0
Estado Final
Descripción Newton's method is a fundamental technique underlying many numerical methods for solving systems of nonlinear equations and optimization problems. However, it is often not fully appreciated that Newton's method can produce significantly different behavior when applied to equivalent systems, i.e., problems with the same solution but different mathematical formulations. In this paper, we investigate differences in the local behavior of Newton's method when applied to two different but equivalent systems from linear programming: the optimality conditions of the logarithmic barrier function formulation, and the equations in the so-called perturbed optimality conditions. Through theoretical analysis and numerical results, we provide an explanation of why Newton's method performs more effectively on the latter system.
Tipo ps
Palabras clave C. Villalobos,R. Tapia Local Behavior of the Newton Method on Two Equivalent Systems from Linear Programming
Tipo de Interactividad Expositivo
Nivel de Interactividad muy bajo
Audiencia Estudiante
Profesor
Autor
Estructura Atomic
Coste no
Copyright
unrestricted
Formatos ps
Requerimientos técnicos Browser: Any
Relación [IsBasedOn] http://www.caam.rice.edu/~zhang/reports/tr9802-rev.ps
[References] oai:CiteSeerPSU:62685
Fecha de contribución 31-mar-2009
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