An Efficient Global Optimization Algorithm.pdf

时间:2023-03-06 09:39:36
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文件名称:An Efficient Global Optimization Algorithm.pdf

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更新时间:2023-03-06 09:39:36

最优化 累积分数求和

This paper presents a practical method for nding the globally optimal solution to nonlinear sum-of-ratios problem arising in image processing, engineering and man- agement. Unlike traditional methods which may get trapped in local minima due to the non-convex nature of this problem, our approach provides a theoretical guar- antee of global optimality. Our algorithm is based on solving a sequence of convex programming problems and has global linear and local superlinear/quadratic rate of convergence. The practical eciency of the algorithm is demonstrated by numerical experiments for synthetic data.


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