README

What's this

this reposiotry has codes which I learned about bayesian statistics.

So, If you find some mistakes, let me know by creating Issue. I would like to fix about it or do prompt response as much as possible.

If you want to know more aobut baysian statistics, I recomends that you should visit Reference[5] that some contents about bayesian statistics, learning theory wrote by Japanese, but there are English ver.

stan_with_python

If you want to know about this, Please see Reference[2]

but Reference[2] is wrote by Japanese...

I have wrote this codes by python while reffering to Ref[2]

Some note about this directory bellow.

• there are some dataset which is used in Ref[2], are under author repository

  • If you needs, Please see this repository: (https://github.com/MatsuuraKentaro/RStanBook)

• I used pystan(Stan) to do probababilistic modeling.

  • details of Installation -> (https://pystan.readthedocs.io/en/latest/installation_beginner.html

  • Stan needs g++(C++ compiler), so If you dont have g++ or dont set enviromentvariables as c++ compiler you shuld do it.

• I use arviz to make some plot like posterior distribution which is sampled by pystan

  • details -> (https://arviz-devs.github.io/arviz/examples/index.html)

stan_with julia

I rewrote by Julia about stan_with_python

watanabe_bayes

some codes about Reference[1] but, still under progressiong

Reference

• [1] ベイズ統計の理論と方法 渡辺澄夫

• [2] StanとRでベイズ統計モデリング(Wonderful R) 　松浦健太郎

• [3] 機械学習スタートアップシリーズ ベイズ推論による機械学習入門 (KS情報科学専門書) 須山 敦志

• [4] JuliaでStan ~ 環境構築編 ~

• [5] 渡辺澄夫, 渡辺澄夫 (2022/01/22)