Learning Probabilistic Graphical Models in R

Index

A

• ancestral sampling
  • about / Sampling from a distribution
• arm package
  • about / More packages in R

B

• basic sampling algorithms
  • about / Basic sampling algorithms
  • standard distributions / Standard distributions
• Bayes' rule
  • conditional probability / Bayes' rule
  • formula, interpreting / Interpreting the Bayes' formula
  • example / A first example of Bayes' rule
• Bayes' rule, in R
  • example / A first example of Bayes' rule in R
• Bayesian Linear models
  • about / Bayesian linear models
  • over-fitting / Over-fitting a model
  • graphical model / Graphical model of a linear model
  • posterior distribution / Posterior distribution
  • implementation, in R / Implementation in R
  • stable implementation / A stable implementation
  • packages / More packages in R
  • packages, in R / More packages ...