Numerical Methods of Statistics

1. Algorithms and computers
2. Computer arithmetic
3. Matrices and linear equations
4. More methods for solving linear equations
5. Least squares
6. Eigenproblems
7. Functions: interpolation, smoothing and approximation
8. Introduction to optimization and nonlinear equations
9. Maximum likelihood and nonlinear regression
10. Numerical integration and Monte Carlo methods
11. Generating random variables from other distributions
12. Statistical methods for integration and Monte Carlo
13. Markov chain Monte Carlo methods
14. Sorting and fast algorithms.