Probabilistic operational semantics for a nondeterministic extension of pure λ-calculus is studied. In this semantics, a term evaluates to a (finite or infinite) distribution of values. Small-step and big-step semantics, inductively and coinductively defined, are given. Moreover, small-step and big-step semantics are shown to produce identical outcomes, both in call-by-value and in call-by-name. Plotkin's CPS translation is extended to accommodate the choice operator and shown correct with respect to the operational semantics. Finally, the expressive power of the obtained system is studied: the calculus is shown to be sound and complete with respect to computable probability distributions.
Keywords: lambda calculus, probabilistic computaion, operational semantics
Dal Lago, Ugo 1 ; Zorzi, Margherita 
@article{ITA_2012__46_3_413_0,
author = {Dal Lago, Ugo and Zorzi, Margherita},
title = {Probabilistic operational semantics for the lambda calculus},
journal = {RAIRO - Theoretical Informatics and Applications - Informatique Th\'eorique et Applications},
pages = {413--450},
year = {2012},
publisher = {EDP Sciences},
volume = {46},
number = {3},
doi = {10.1051/ita/2012012},
mrnumber = {2981677},
zbl = {1279.68183},
language = {en},
url = {https://www.numdam.org/articles/10.1051/ita/2012012/}
}
TY - JOUR AU - Dal Lago, Ugo AU - Zorzi, Margherita TI - Probabilistic operational semantics for the lambda calculus JO - RAIRO - Theoretical Informatics and Applications - Informatique Théorique et Applications PY - 2012 SP - 413 EP - 450 VL - 46 IS - 3 PB - EDP Sciences UR - https://www.numdam.org/articles/10.1051/ita/2012012/ DO - 10.1051/ita/2012012 LA - en ID - ITA_2012__46_3_413_0 ER -
%0 Journal Article %A Dal Lago, Ugo %A Zorzi, Margherita %T Probabilistic operational semantics for the lambda calculus %J RAIRO - Theoretical Informatics and Applications - Informatique Théorique et Applications %D 2012 %P 413-450 %V 46 %N 3 %I EDP Sciences %U https://www.numdam.org/articles/10.1051/ita/2012012/ %R 10.1051/ita/2012012 %G en %F ITA_2012__46_3_413_0
Dal Lago, Ugo; Zorzi, Margherita. Probabilistic operational semantics for the lambda calculus. RAIRO - Theoretical Informatics and Applications - Informatique Théorique et Applications, Tome 46 (2012) no. 3, pp. 413-450. doi: 10.1051/ita/2012012
[1] and , Proofs of randomized algorithms in Coq, in Proc. of Mathematics of Program Construction. Lect. Notes Comput. Sci. 4014 49-68 (2006). | Zbl | MR
[2] and , The duality of computation, in Proc. of International Conference on Functional Programming (2000) 233-243.
[3] and , Probabilistic operational semantics for the lambda calculus. Long Version. Available at http://arxiv.org/abs/1104.0195, 2012.
[4] and , Representing control : A study of the CPS transformation. Math. Struct. Comput. Sci. 2 (1992) 361-391. | Zbl | MR
[5] and , CPS transformation of beta-redexes. Inform. Process. Lett. 94 (2005) 217-224. | Zbl | MR
[6] and , Introduction to Lattices and Order. Cambridge University Press (2002). | Zbl | MR
[7] U. de' Liguoro and A. Piperno, Nondeterministic extensions of untyped λ-calculus. Inform. Comput. 122 (1995) 149-177. | Zbl | MR
[8] , and , Probabilistic λ-calculus and quantitative program analysis. J. Logic Comput. 15 (2005) 159-179. | Zbl | MR
[9] , Domains for computation in mathematics, physics and exact real arithmetic. Bull. Symbolic Logic 3 (1997) 401-452. | Zbl | MR
[10] and , Integration in real PCF, in Proc. of IEEE Symposium on Logic in Computer Science. Society Press (1996) 382-393. | Zbl | MR
[11] , Inductive and coinductive techniques in the operational analysis of functional programs : an introduction. Master's thesis, Universita' di Milano, Bicocca (2004).
[12] , A categorical approach to probability theory, in Categorical Aspects of Topology and Analysis, edited by B. Banaschewski. Springer, Berlin, Heidelberg (1982) 68-85. | Zbl | MR
[13] and , A tutorial on (co)algebras and (co)induction. Bull. EATCS 62 (1996) 222-259. | Zbl
[14] , Probabilistic non-determinism. Ph.D. thesis, University of Edinburgh, Edinburgh, Scotland, UK (1989).
[15] and , A probabilistic powerdomain of evaluations, in Proc. of IEEE Symposium on Logic in Computer Science. IEEE Press (1989) 186-195. | Zbl
[16] and , Coinductive big-step operational semantics. Inform. Comput. 207 (2009) 284-304. | Zbl | MR
[17] , Computational lambda-calculus and monads, in Proc. of IEEE Symposium on Logic in Computer Science. IEEE Computer Society Press (1989) 14-23. | Zbl
[18] , Notions of computation and monads. Inform. Comput. 93 (1989) 55-92. | Zbl | MR
[19] , A calculus for probabilistic languages, in Proc. of ACM SIGPLAN International Workshop on Types in Languages Design and Implementation. ACM Press (2003) 38-49.
[20] , and , A monadic probabilistic language. Manuscript. Available at http://www.cs.cmu.edu/˜fp/papers/prob03.pdf (2003).
[21] , and , A probabilistic language based upon sampling functions, in Proc. of ACM Symposium on Principles of Programming Languages 40 (2005) 171-182.
[22] , Call-by-name, call-by-value and the λ-calculus. Theoret. Comput. Sci. 1 (1975) 125-159. | Zbl | MR
[23] , LCF considered as a programming language. Theoret. Comput. Sci. 5 (1977) 223-255. | Zbl | MR
[24] and , Stochastic lambda calculus and monads of probability distributions, in Proc. of ACM Symposium on Principles of Programming Languages. ACM Press (2002) 154-165.
[25] , Elements of Stream Calculus (An Extensive Exercise In Coinduction). Electron. Notes Theor. Comput. Sci 45 (2001) 358-423. | Zbl
[26] , Probabilistic LCF, in Proc. of International Symposium on Mathematical Foundations of Computer Science. Lect. Notes Comput. Sci. 64 (1978) 442-451. | Zbl | MR
[27] , Introduction to Bisimulation and Coinduction. Cambridge University Press (2012). | Zbl | MR
[28] and , A lambda calculus for quantum computation with classical control. Math. Struct. Comput. Sci. 16 (2006) 527-552. | Zbl | MR
[29] , Some unusual λ-calculus numeral systems, in To H.B. Curry : Essays on Combinatory Logic, Lambda Calculus and Formalism, edited by J.P. Seldin and J.R. Hindley. Academic Press (1980). | MR
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