Numerical methods of statistics /
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Author / Creator: | Monahan, John F. |
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Imprint: | Cambridge ; New York : Cambridge University Press, 2001. |
Description: | xiv, 428 p. : ill. ; 27 cm. |
Language: | English |
Series: | Cambridge series on statistical and probabilistic mathematics |
Subject: | |
Format: | Print Book |
URL for this record: | http://pi.lib.uchicago.edu/1001/cat/bib/4412203 |
Table of Contents:
- 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