V2EX sum-product

Sum-Product

Definition / 释义

sum-product(和-积):一种常见的计算模式或算法思想,表示“先对若干项做乘法(product),再把这些乘积相加(sum)”。在数学(如展开多项式)、概率图模型/机器学习(如因子图上的求边缘概率)、数字电路(SOP:Sum of Products,积之和表达式)中都很常见。也可写作 sumproductsum product

Pronunciation / 发音(IPA)

/sm prdkt/

Examples / 例句

The sum-product algorithm helps compute marginal probabilities efficiently.
和-积算法可以高效地计算边缘概率。

In a factor graph, we can use sum-product message passing to infer hidden variables from noisy observations.
在因子图中,我们可以用和-积的消息传递方法,从带噪观测中推断隐藏变量。

Etymology / 词源

sum(求和) + product(乘积) 组合而成,直译就是“求和与乘积”。该术语在工程与应用数学中用于概括一类“乘后再加”的运算结构;在概率推断领域,“sum-product algorithm”也常被用来指代在图模型上进行的消息传递计算框架。

Related Words / 相关词汇

Notable Works / 著名作品例证

  • Judea Pearl, Probabilistic Reasoning in Intelligent Systems(讨论图模型推断与相关的消息传递思想,与sum-product密切相关)
  • David J. C. MacKay, Information Theory, Inference, and Learning Algorithms(讲解因子图与消息传递,常出现sum-product/相关算法表述)
  • Frank R. Kschischang, Brendan J. Frey, Hans-Andrea Loeliger, “Factor Graphs and the Sum-Product Algorithm”(经典综述论文,系统介绍sum-product算法)
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