Computational Statistics
Notes and pedagodical materials for some favorite statistical methods.
Frequentist Methods
- Monte Carlo methods
- Bootstrap
Bayesian Methods
- Bayesian Inference
- Markov chain Monte Carlo
External Resources
- [Bill Press' graduate course at UT] (http://granite.ices.utexas.edu/coursewiki/index.php/Main_Page)
- [Cam Davidson Pilon's book Bayesian Methods for Hackers] (http://camdavidsonpilon.github.io/Probabilistic-Programming-and-Bayesian-Methods-for-Hackers/)
- [Primer on Bayesian Inference in Biophysical Journal] (http://keeganhin.es/static/Hines_2015.pdf)
- [JakeVDP's slides Statistics For Hackers] (https://speakerdeck.com/jakevdp/statistics-for-hackers)