Skip to content

Latest commit

 

History

History

Probabilistic_Reasoning

Folders and files

NameName
Last commit message
Last commit date

parent directory

..
Alarm_BN.png
Alarm_BN.png
 
 
Bayes_Network_Alarm.ipynb
Bayes_Network_Alarm.ipynb
 
 
README.md
README.md
 
 

README.md

Chapter 13 Probabilistic Reasoning

Contents

  • Example: Alarm Example as a Bayesian Network (using Python pgmpy)
  • Software: JAGS - Just Another Gibbs Sampler for the analysis of Bayesian hierarchical models using Markov Chain Monte Carlo (MCMC) simulation. There exist R and Python interfaces packages.
  • Software: STAN provides a probabilistic programming language to specify log density functions and then lets the user perform full Bayesian statistical inference with MCMC sampling. There exist R and Python interface packages.

License

All code and documents in this repository is provided under Creative Commons Attribution-ShareAlike 4.0 International (CC BY-SA 4.0) License

CC BY-SA 4.0