Semantics of the Probabilistic Typed Lambda Calculus Markov Chain Semantics, Termination Behavior, and Denotational Semantics /
This book takes a foundational approach to the semantics of probabilistic programming. It elaborates a rigorous Markov chain semantics for the probabilistic typed lambda calculus, which is the typed lambda calculus with recursion plus probabilistic choice. The book starts with a recapitulation of th...
Κύριος συγγραφέας: | |
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Συγγραφή απο Οργανισμό/Αρχή: | |
Μορφή: | Ηλεκτρονική πηγή Ηλ. βιβλίο |
Γλώσσα: | English |
Έκδοση: |
Berlin, Heidelberg :
Springer Berlin Heidelberg : Imprint: Springer,
2017.
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Θέματα: | |
Διαθέσιμο Online: | Full Text via HEAL-Link |
Πίνακας περιεχομένων:
- Part I: The Probabilistic Lambda-Calculus and its Semantics
- Introduction
- Syntax and Operational Semantics
- The Working Probabilistic Lambda Calculus
- Properties of the Markov Chain Semantics
- Denotational Semantics
- Semantical Correspondences
- Categorical Treatment
- Probabilism and Non-Determinism
- Part II: Natural Probabilistic Reasoning
- On Natural Two-Tier Semantics for Propositional Logics
- Natural Semantics of Propositions
- Finite Discrete Stochastics Reconsidered
- Lambda-Calculus Definitions
- Markov Chains
- Basic Logic Language and Semantics Definitions
- References
- Index.