18-20 December 2017, ESTEC - Noordwijk, The Netherlands
by Rafael da Silva de Souza and Emille E. O. Ishida

• Bayesian x Frequentists

  Slides
  Example 1 - Confidence Intervals vs Credible Intervals - Normal distribution in R
  Example 2 - Confidence Intervals vs Credible Intervals - Truncated exponential in R
  References

• Monte Carlo Markov Chain
  Slides
  Example 3 - My first MCMC - Normal distribution in R
  Example 3b - My first MCMC - Normal distribution in Python
  Example 4 - My first MCMC - linear regression in R
  References

• Just Another Gibbs Sampler
  Example 5 - Normal model in R using JAGS
  Example 5b - Normal model in Python using JAGS
  Example 6 - Normal model in R using JAGS - higher order

• Normal models
  Example in R using JAGS errors-in-measurements
  Examples in R using JAGS M-sigma relation

  Examples in Python
  References

• Time series AR(1) model
  Example in R using JAGS
  Example in Python

• Gamma model
  Example in R

• Lognormal model
  Example in R using JAGS- black body

• Bernoulli model
  Example in R
  Fraction of red spirals in R using JAGS

• Poisson model
  Example in R

• Negative binomial model Population of globular Clusters in R using JAGS

• Mixed models

• Questions and Answers Slides

• Approximate Bayesian Computation Slides
  Examples in Python

• Model Selection
  Slides
  Bernoulli prior example in python