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The_Levenberg-Marquardt_Algorithm

The_Levenberg-Marquardt_Algorithm

Trust-region-method marquart algorithm Marquardt_Algorithm Gauss Newton levenberg marquardt 所属分类 :数学计算 开发工具 :PDF 文件大小 :31KB 下载次数 :334 上传日期

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所属分类数学计算
开发工具:PDF
文件大小:31KB
下载次数:334
上传日期:2010-04-02 23:10:55
说明:  LM算法 老外写的The Levenberg-Marquardt (LM) algorithm is the most widely used optimization algorithm. It outperforms simple gradient descent and other conjugate gradient methods in a wide variety of problems. This document aims to provide an intuitive explanation for this algorithm. The LM algorithm is fi rst shown to be a blend of vanilla gradient descent and Gauss-Newton iteration. Subsequently, another perspective on the algorithm is provided by considering it as a trust-region method
(The Levenberg-Marquardt (LM) algorithm is the most widely used optimization algorithm. It outperforms simple gradient descent and other conjugate gradient methods in a wide variety of problems. This document aims to provide an intuitive explanation for this algorithm. The LM algorithm is fi rst shown to be a blend of vanilla gradient descent and Gauss-Newton iteration. Subsequently, another perspective on the algorithm is provided by considering it as a trust-region method)

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The_Levenberg-Marquardt_Algorithm.pdf

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