Computational Statistics
Study of statistical methods and their computational implementation
Computational Statistics#
Computational statistics focuses on the implementation of statistical methods using computational techniques and algorithms.
Topics#
- Monte Carlo Methods
- Sampling Methods
- Las Vegas Algorithms
- Metropolis Hastings
- Gibbs Sampling
- Geometric Random Walks
Resources#
Books#
- Foundations of Data Science by Avrim Blum, John Hopcroft, Ravindran Kannan
Online Resources#
- MIT OpenCourseWare: Statistical Learning Theory and Applications
- Stanford: Statistical Learning
- CMU: Statistical Computing