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Belief Revision through Forgetting Conditionals in Conditional Probabilistic Logic Programs

机译:通过遗忘条件在有条件的概率逻辑计划中的信仰修订

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In this paper, we present a revision strategy of revising a conditional probabilistic logic program (PLP) when new information is received (which is in the form of probabilistic formulae), through the technique of variable forgetting. We first extend the traditional forgetting method to forget a conditional event in PLPs. We then propose two revision operators to revise a PLP based on our forgetting method. By revision through forgetting, the irrelevant knowledge in the original PLP is retained according to the minimal change principle. We prove that our revision operators satisfy most of the postulates for probabilistic belief revision. A main advantage of our revision operators is that a new PLP is explicitly obtained after revision, since our revision operator performs forgetting a conditional event at the syntax level.
机译:在本文中,我们通过变量遗忘技术,提出了修改条件概率逻辑计划(PLP)的修订概率逻辑计划(PLP)的修订策略。我们首先扩展传统的遗忘方法,忘记PLP中的条件事件。然后,我们提出了两个修订运营商根据我们的遗忘方法修改PLP。通过遗忘修订,根据最小的变化原理,保留了原始PLP中的无关知识。我们证明我们的修订运营商满足了概率信仰修订的大部分假设。我们的修订算子的主要优点是修改后明确地获得了一个新的PLP,因为我们的修订算子在语法级别忘记条件事件时。

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