
- 140 pages
- English
- PDF
- Available on iOS & Android
Probabilistic Programming
About this book
Probabilistic Programming discusses a high-level language known as probabilistic programming. This book consists of three chapters. Chapter I deals with "wait-and-see problems that require waiting until an observation is made on the random elements, while Chapter II contains the analysis of decision problems, particularly of so-called two-stage problems. The last chapter focuses on "chance constraints, such as constraints that are not expected to be always satisfied, but only in a proportion of cases or "with given probabilities. This text specifically deliberates the decision regions for optimality, probability distributions, Kall's Theorem, and two-stage programming under uncertainty. The complete problem, active approach, quantile rules, randomized decisions, and nonzero order rules are also covered. This publication is suitable for developers aiming to define and automatically solve probability models.
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Information
Table of contents
- Front Cover
- Probabilistic Programming
- Copyright Page
- Table of Contents
- Introduction
- Chapter I. Stochastic Programming
- Chapter II. Decision Problems
- Chapter III. Chance Constraints
- Appendix I: Linear Programming and Duality
- Appendix II: Applications of Stochastic (Probabilistic) Programming in Various Fields (References)
- References
- Index