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math - 关于优化中帕累托优势的正确表示法

转载 作者:行者123 更新时间:2023-12-01 12:37:24 26 4
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我搜索了 Pareto Dominance 的正确符号,但我不知道这是否是 Mathexchange 的问题或者在这里..

在多篇论文中,喜欢经典Deb nsga2 paper ,你可以找到这样写的帕累托优势关系

如果A支配B

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wikipedia ,或其他纸张,如 this one of Zitler ,你会发现另一个符号:

如果A支配B

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这里最好和正确的数学符号是什么?这个符号的确切名称是什么?

最佳答案

≺ 称为 precedes , ≻ succeeds .

根据众所周知的Evolutionary Optimization Algorithms A 支配 B 的标准符号是 A ≻ B:

20.1 Pareto Optimality

[...]

Domination: a point x* is said to dominate x if the following two conditions hold:

  1. fi(x*) <= fi(x) for all i ∈ [1,k]
  2. fi(x*) < fi(x) for at least one j ∈ [1,k]

that is x* is at least as good as x for all objective function values and it's better than x for at least one objective function value. We use the notation:

x*x

to indicate that x* dominates x.

This notation can be confusing because the symbol ≻ looks like a "greater than" symbol but since we deal mainly with minimization problems, the symbol ≻ means the function values of x* are less than or equal to those of x.

However this notation is standard in the literature, so this is the notation that we use.

然而,甚至使用了相反的表示法(可能是为了“避免”作者所指的混淆!)

关于math - 关于优化中帕累托优势的正确表示法,我们在Stack Overflow上找到一个类似的问题: https://stackoverflow.com/questions/28406878/

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