Numerical methods of statistics /
Main Author: | |
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Format: | Book |
Language: | English |
Published: |
Cambridge ; New York :
Cambridge University Press,
c2011.
|
Edition: | 2nd ed. |
Series: | Cambridge series in statistical and probabilistic mathematics
|
Subjects: |
Table of Contents:
- Algorithms and computer
- Computer arithmetic
- Matrices and linear equations
- More methods for solving linear equations
- Regression computations
- Eigenproblems
- Function: interpolation, smoothing, and approximation
- Introduction to optimization and nonlinear equations
- Maximum likelihood and nonlinear regression
- Numerical integration and Monte Carlo methods
- Generating random variables from other distributions
- Statistical methods for integration and Monte Carlo
- Markov Chain Monte Carlo methods
- Sorting and fast algorithms.