We study the expressive power of subrecursive probabilistic higher-order calculi. More specifically, we show that endowing a very expressive deterministic calculus like Godel's T‹ with various forms of probabilistic choice operators may result in calculi which are not equivalent as for the class of distributions they give rise to, although they all guarantee almost-sure termination. Along the way, we introduce a probabilistic variation of the classic reducibility technique, and we prove that the simplest form of probabilistic choice leaves the expressive power of T essentially unaltered. The paper ends with some observations about functional expressivity: expectedly, all the considered calculi represent precisely the functions which T itself represents.

On higher-order probabilistic subrecursion / Breuvart, Flavien; Dal Lago, Ugo; Herrou, Agathe. - ELETTRONICO. - 10203:(2017), pp. 370-386. (Intervento presentato al convegno 20th International Conference on Foundations of Software Science and Computation Structures, FOSSACS 2017 tenutosi a Uppsala, Sweden nel 2017) [10.1007/978-3-662-54458-7_22].

On higher-order probabilistic subrecursion

Dal Lago, Ugo
;
2017

Abstract

We study the expressive power of subrecursive probabilistic higher-order calculi. More specifically, we show that endowing a very expressive deterministic calculus like Godel's T‹ with various forms of probabilistic choice operators may result in calculi which are not equivalent as for the class of distributions they give rise to, although they all guarantee almost-sure termination. Along the way, we introduce a probabilistic variation of the classic reducibility technique, and we prove that the simplest form of probabilistic choice leaves the expressive power of T essentially unaltered. The paper ends with some observations about functional expressivity: expectedly, all the considered calculi represent precisely the functions which T itself represents.
2017
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
370
386
On higher-order probabilistic subrecursion / Breuvart, Flavien; Dal Lago, Ugo; Herrou, Agathe. - ELETTRONICO. - 10203:(2017), pp. 370-386. (Intervento presentato al convegno 20th International Conference on Foundations of Software Science and Computation Structures, FOSSACS 2017 tenutosi a Uppsala, Sweden nel 2017) [10.1007/978-3-662-54458-7_22].
Breuvart, Flavien; Dal Lago, Ugo; Herrou, Agathe
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11585/619233
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