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A semantics for Hybrid Probabilistic Logic programs with function symbols
Artificial Intelligence ( IF 5.1 ) Pub Date : 2021-01-12 , DOI: 10.1016/j.artint.2021.103452
Damiano Azzolini , Fabrizio Riguzzi , Evelina Lamma

Probabilistic Logic Programming (PLP) is a powerful paradigm for the representation of uncertain relations among objects. Recently, programs with continuous variables, also called hybrid programs, have been proposed and assigned a semantics. Hybrid programs are capable of representing real-world measurements but unfortunately the semantics proposal was imprecise so the definition did not assign a probability to all queries. In this paper, we remedy this and formally define a new semantics for hybrid programs. We prove that the semantics assigns a probability to all queries for a large class of programs.



中文翻译:

具有功能符号的混合概率逻辑程序的语义

概率逻辑编程(PLP)是表示对象之间不确定关系的强大范例。最近,已经提出了具有连续变量的程序,也称为混合程序,并为其分配了语义。混合程序能够表示现实世界的测量值,但是不幸的是,语义建议不精确,因此该定义并未为所有查询分配概率。在本文中,我们对此进行了补救,并正式为混合程序定义了新的语义。我们证明了语义为大型程序的所有查询分配了概率。

更新日期:2021-01-16
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