PRAIACLOApr 27, 2018

Generalized Logical Operations among Conditional Events

arXiv:1804.10447v132 citations
Originality Incremental advance
AI Analysis

This work provides foundational extensions for probabilistic logic and nonmonotonic reasoning, though it appears incremental as it builds on existing coherence-based approaches.

The paper generalizes conjunction and disjunction operations from two to n conditional events within a coherence-based probabilistic framework, establishing properties like De Morgan's Laws and associative/commutative properties, and applies these to characterize p-consistency and p-entailment for inference rules in probabilistic nonmonotonic reasoning.

We generalize, by a progressive procedure, the notions of conjunction and disjunction of two conditional events to the case of $n$ conditional events. In our coherence-based approach, conjunctions and disjunctions are suitable conditional random quantities. We define the notion of negation, by verifying De Morgan's Laws. We also show that conjunction and disjunction satisfy the associative and commutative properties, and a monotonicity property. Then, we give some results on coherence of prevision assessments for some families of compounded conditionals; in particular we examine the Fréchet-Hoeffding bounds. Moreover, we study the reverse probabilistic inference from the conjunction $\mathcal{C}_{n+1}$ of $n+1$ conditional events to the family $\{\mathcal{C}_{n},E_{n+1}|H_{n+1}\}$. We consider the relation with the notion of quasi-conjunction and we examine in detail the coherence of the prevision assessments related with the conjunction of three conditional events. Based on conjunction, we also give a characterization of p-consistency and of p-entailment, with applications to several inference rules in probabilistic nonmonotonic reasoning. Finally, we examine some non p-valid inference rules; then, we illustrate by an example two methods which allow to suitably modify non p-valid inference rules in order to get inferences which are p-valid.

Foundations

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