V2EX sum-product algorithm

Sum-Product Algorithm

定义 Definition

Sum-product algorithm(和-积算法)是一种在因子图/贝叶斯网络/马尔可夫随机场上进行消息传递(message passing)的推断算法,用来高效计算边缘概率后验分布(例如 \(p(x_i)\))。它也是信道编码中(如 LDPC、Turbo 码)译码的核心思想之一。除“求边缘”外,还有用于求最可能解释的变体(如 max-product)。

发音 Pronunciation

/sm prdkt lrm/

例句 Examples

The sum-product algorithm computes marginal probabilities by passing messages on a factor graph.
和-积算法通过在因子图上传递消息来计算边缘概率。

In iterative decoding of LDPC codes, the sum-product algorithm approximates posterior beliefs efficiently, even for very large graphs.
在 LDPC 码的迭代译码中,和-积算法能够在图规模很大时仍高效地近似计算后验信念(概率)。

词源 Etymology

“Sum-product”这个名称来自它在推断中反复进行的两类运算:对某些变量进行求和(sum,边缘化),并把来自不同因子的贡献进行相乘(product,组合/累积似然)。该算法与因子图(factor graph)表示密切相关,20 世纪末在编码理论与概率推断领域被系统化与推广,常被视为“belief propagation(信念传播)”在一般因子图上的形式。

相关词 Related Words

文献与作品 Literary Works

  • Kschischang, Frey & Loeliger:《Factor Graphs and the Sum-Product Algorithm》(IEEE Transactions on Information Theory, 2001)
  • David J. C. MacKay:《Information Theory, Inference, and Learning Algorithms
  • Christopher M. Bishop:《Pattern Recognition and Machine Learning》(涉及图模型推断与消息传递思想)
  • Richardson & Urbanke:《Modern Coding Theory》(讨论 LDPC 等编码的迭代译码与相关算法)
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