Practical probabilistic programming

Practical probabilistic programming

by Pfeffer, Avi

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Title Statements

  • Full title :Practical probabilistic programming / Avi Pfeffer.

Edition Statements

  • Publication Date:2016.

Publication Statements

The Physical Object

  • Description:XXVII, 427 p. : : il

Edition Identifiers

  • ISBN:1617292338, 9781617292330
  • oclc:on1086365858

Table of Contents

Part 1. Introducing probabilistic programming. 1. Probabilistic programming in a nutshell -- 2. A quick Figaro tutorial -- 3. Creating a probabilistic programming application -- 4. Probabilistic models and probabilistic programs -- 5. Modeling dependencies with Bayesian and Markov networks -- 6. Using Scale and Figaro collections to build up models -- 7. Object-oriented probabilistic modeling -- 8. Modeling dynamic systems -- 9. The three rules of probabilistic inference -- 10. Factored inference algorithms -- 11. Sampling algorithms -- 12. Solving other inference tasks -- 13. Dynamic reasonin and parameter learning.

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Subjects

Figaro (Computer program language) Figaro (Lenguaje de programación) mathematics Probabilidades -- Proceso de datos Probabilities -- Data processing Programación (Matemáticas) Programación estocástica Stochastic programming

Writers

Pfeffer, Avi

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