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A semantics for Hybrid Probabilistic Logic programs with function symbols

delete2021-05-01
delete9
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OA
AI
D
Damiano Azzolini *
F
Fabrizio Riguzzi
E
Evelina Lamma
DOI:10.1016/j.artint.2021.103452delete
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Abstract

Abstract

En 中文
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. (C) 2021 Elsevier B.V. All rights reserved.
Keywords:
Probabilistic Logic Programming
Hybrid programs
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Journal

Artificial Intelligence Review cover
Artificial Intelligence Review
IF:
13.9
Papers:
6.1K
Citations:
1.9W

Organization

U
University of Ferrara
Scholars:
1.4W
Papers: 1.1W
Citations: 12