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A new probabilistic constraint logic programming language based on a generalised distribution semantics

机译:一种基于广义分布语义的新型概率约束逻辑程序设计语言

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摘要

With the explosion of interest in applications of machine learning, there has also been renewed interest in probabilistic programming languages (PPL). PPLs tend to be viewed as (nontrivial) extensions of existing programming languages. Nontrivial not only because most extensions do not simply add some new primitives, though some do, but rather because they entirely change the semantics: rather than denoting values, programs now denote distributions. And, as with programming languages in general, these follow some underlying paradigm, be it imperative, functional, or logical.
机译:随着对机器学习应用的兴趣激增,对概率编程语言(PPL)的兴趣也重新引起了人们的注意。 PPL通常被视为现有编程语言的(非平凡的)扩展。不平凡的不仅是因为大多数扩展都不会简单地添加一些新的原语(尽管有些扩展了),而是因为它们完全改变了语义:程序现在不表示值,而是表示分布。并且,与一般的编程语言一样,这些语言遵循某些基本范例,无论是命令式,功能式还是逻辑式。

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