/adv-statistics

Collection of Bayesian inference exercises in R.

Primary LanguageR

AdvStat4PhysAna exercises

This repository contains the weekly exercises for the Advanced statistics for Physics Analysis course, by Prof. Garfagnini, AY 2021/22.

Table of contents

  • rlab01
    • R & dataset exploration
  • rlab02
    • basics of probability distributions
  • rlab03
    • test of Markov and Čebyšëv's inequalities
    • six boxes model inference (full manual & simulated demo)
  • rlab04
    • random number generator (middle square algorithm)
    • Bernoulli bayesian inference
  • rlab05
    • Poisson process bayesian inference
    • lighthouse problem (2 unknown parameters)
    • signal over background inference
  • rlab06
    • frequentist vs bayesian hypotesis test
    • Markov Chain Monte Carlo examples with JAGS
repository by Francesco Pio Barone