Statistical rethinking : a Bayesian course with examples in R and Stan /

Statistical Rethinking: A Bayesian Course with Examples in R and Stan builds readers knowledge of and confidence in statistical modeling. Reflecting the need for even minor programming in today s model-based statistics, the book pushes readers to perform step-by-step calculations that are usually au...

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Bibliographic Details
Call Number:Libro Electrónico
Main Author: McElreath, Richard, 1973- (Author)
Format: Electronic eBook
Language:Inglés
Published: Boca Raton, FL : CRC Press, [2016]
Series:Texts in statistical science.
Subjects:
Bayesian statistical decision theory.
R (Computer program language)
Théorie de la décision bayésienne.
R (Langage de programmation)
Bayesian statistical decision theory
Online Access:Texto completo (Requiere registro previo con correo institucional)
Table of Contents:
  • Chapter 1 The Golem of Prague / Richard McElreath
  • chapter 2 Small Worlds and Large Worlds / Richard McElreath
  • chapter 3 Sampling the Imaginary / Richard McElreath
  • chapter 4 Linear Models / Richard McElreath
  • chapter 5 Multivariate Linear Models / Richard McElreath
  • chapter 6 Overfitting, Regularization, and Information Criteria / Richard McElreath
  • chapter 7 Interactions / Richard McElreath
  • chapter 8 Markov Chain Monte Carlo / Richard McElreath
  • chapter 9 Big Entropy and the Generalized Linear Model / Richard McElreath
  • chapter 10 Counting and Classification / Richard McElreath
  • chapter 11 Monsters and Mixtures / Richard McElreath
  • chapter 12 Multilevel Models / Richard McElreath
  • chapter 13 Adventures in Covariance / Richard McElreath
  • chapter 14 Missing Data and Other Opportunities / Richard McElreath
  • chapter 15 Horoscopes / Richard McElreath.

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