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Computational statistics
| Main Author: | |
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| Format: | Printed Book |
| Published: |
Dordrecht ; New York :
Springer,
c2009.
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| Series: | Statistics and computing
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| Subjects: | |
| Online Access: | http://www.columbia.edu/cgi-bin/cul/resolve?clio7898575 |
Table of Contents:
- Pt. I, Preliminaries. Mathematical and statistical preliminaries
- Pt. II, Statistical computing. Computer storage and arithmetic ; algorithm and programming ; Approximation of functions and numerical quadrature ; Numerical linear algebra ; Solution of nonlinear equations and optimization ; Generation of random numbers
- Pt. III, Methods of computational statistics. Graphical methods in computational statistics ; Tools for identification of structure in data ; Estimation of functions ; Monte Carlo methods for statistical inference ; Data randomization, partitioning, and augmentation ; Bootstrap methods
- Pt. IV, Exploring data density and relationships. Estimation of probability density functions using parametric models ; Nonparametric estimation of probability density functions ; Statistical learning and data mining ; Statistical models of dependencies.