Probabilistic Argumentation Frameworks with MetaProbLog and ConArg

Stefano Bistarelli, Theofrastos Mantadelis, Francesco Santini, Carlo Taticchi
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引用次数: 12

Abstract

In Probabilistic Abstract Argumentation, arguments and attacks (nodes and edges) in a graph instance are associated with a probability value. These probabilities can be interpreted in different ways: for instance, in the constellation approaches, the probabilities introduce uncertainty in the topology of the graph. In this paper we use MetaProbLog, a ProbLog framework where facts in a logic program are annotated by probabilities; the purpose is to compute the probability of possible worlds of arguments. The tool is integrated in the web interface of ConArg, a constraint-programming based tool aimed to solve different problems in Abstract Argumentation.
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基于MetaProbLog和ConArg的概率论证框架
在概率抽象论证中,图实例中的参数和攻击(节点和边)与概率值相关联。这些概率可以用不同的方式来解释:例如,在星座方法中,概率在图的拓扑结构中引入了不确定性。在本文中,我们使用MetaProbLog,一个ProbLog框架,其中逻辑程序中的事实用概率注释;目的是计算参数可能世界的概率。该工具集成在ConArg的web界面中,ConArg是一个基于约束编程的工具,旨在解决抽象论证中的各种问题。
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