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单词 Line search method
释义

Line search method

中文百科

线搜索 Line search

(重定向自Line search method)

最优化问题中,线搜索 是一种寻找目标函数 f:\mathbb R^n\to\mathbb R 的局部最小值 \mathbf{x}^* 的近似方法。它是最基础的迭代近似方法之一,另一种是置信域方法。

线搜索近似首先找到一个使目标函数 f 下降的方向,然后计算 \mathbf{x} 应该沿着这个方向移动的步长。下降方向可以通过多种方法计算,比如梯度下降法,牛顿法和拟牛顿法。计算出的步长不一定是精确的。

英语百科

Line search 线搜索

(重定向自Line search method)
The graph of a strictly concave quadratic function is shown in blue, with its unique maximum shown as a red dot. Below the graph appears the contours of the function: The level sets are nested ellipses.

In optimization, the line search strategy is one of two basic iterative approaches to find a local minimum \mathbf{x}^* of an objective function f:\mathbb R^n\to\mathbb R. The other approach is trust region.

The line search approach first finds a descent direction along which the objective function f will be reduced and then computes a step size that determines how far \mathbf{x} should move along that direction. The descent direction can be computed by various methods, such as gradient descent, Newton's method and Quasi-Newton method. The step size can be determined either exactly or inexactly.

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更新时间:2025/6/17 23:14:27