V2EX optimal transport

Optimal Transport

释义 Definition

“最优传输”(optimal transport)是一种数学与优化理论,用来研究如何以最小代价把“质量/资源”(例如土堆、概率分布、货物)从一个分布搬运到另一个分布。它常用于概率论、机器学习(如Wasserstein距离)、经济学与图像处理等领域。该术语也可泛指“在约束下实现最优搬运/匹配”的思想。

发音 Pronunciation (IPA)

/ptml trnsprt/(美式常见)
/ptml trnspt/(英式常见)

例句 Examples

We use optimal transport to compare two probability distributions.
我们用最优传输来比较两个概率分布。

By framing the problem as optimal transport, the researchers derived a stable algorithm that aligns images while minimizing geometric distortion.
研究者把问题表述为最优传输,从而推导出一种稳定算法,在尽量减少几何形变的同时对齐图像。

词源 Etymology

“optimal”来自拉丁语 optimus(“最好的”),表示“最优的”;“transport”来自拉丁语 transportare(“搬运、运送”,由 *trans-*“穿过” + portare“携带”构成)。合在一起,“optimal transport”字面意思就是“以最优方式进行搬运”。在数学史上,它与18世纪的“土堆搬运问题”Monge问题)以及后来的Kantorovich松弛形式密切相关。

相关词 Related Words

文献与著作 Notable Works

  • Cédric Villani Optimal Transport: Old and New
  • Filippo Santambrogio Optimal Transport for Applied Mathematicians
  • Gabriel Peyré & Marco Cuturi Computational Optimal Transport
  • Cédric Villani Topics in Optimal Transportation
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