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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},
     publisher = {EDP-Sciences},
     volume = {46},
     number = {3},
     year = {2012},
     doi = {10.1051/ita/2012012},
     mrnumber = {2981677},
     zbl = {1279.68183},
     language = {en},
     url = {http://geodesic.mathdoc.fr/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 - http://geodesic.mathdoc.fr/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 http://geodesic.mathdoc.fr/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
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