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...

Πλήρης περιγραφή

Λεπτομέρειες βιβλιογραφικής εγγραφής
Κύριος συγγραφέας: Draheim, Dirk (Συγγραφέας)
Συγγραφή απο Οργανισμό/Αρχή: SpringerLink (Online service)
Μορφή: Ηλεκτρονική πηγή Ηλ. βιβλίο
Γλώσσα:English
Έκδοση: Berlin, Heidelberg : Springer Berlin Heidelberg : Imprint: Springer, 2017.
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.