Probabilistic programming (PP) is available in two different variants: imperative/functional and logic. These two variants have complementary strengths and mostly separate communities. In this talk I will discuss how most strengths of inference for imperative/functional PP can be included in PLP. Moreover, I will show that PLP is particularly suitable for inductive reasoning.

Deductive and Inductive Probabilistic Programming

RIGUZZI, Fabrizio
2016

Abstract

Probabilistic programming (PP) is available in two different variants: imperative/functional and logic. These two variants have complementary strengths and mostly separate communities. In this talk I will discuss how most strengths of inference for imperative/functional PP can be included in PLP. Moreover, I will show that PLP is particularly suitable for inductive reasoning.
Probabilistic Logic Programming, Probabilistic Programming, Distribution Semantics
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11392/2350941
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