Computational statistics handbook with MATLAB /
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| Main Author: | |
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| Other Authors: | |
| Format: | Book |
| Language: | English |
| Published: |
Boca Raton, FL :
Chapman & Hall/CRC,
c2008.
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| Edition: | 2nd ed. |
| Series: | Series in computer science and data analysis.
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| Subjects: |
Table of Contents:
- Ch. 1. Introduction
- Ch. 2. Probability Concepts
- Ch. 3. Sampling Concepts
- Ch. 4. Generating Random Variables
- Ch. 5. Exploratory Data Analysis
- Ch. 6. Finding Structure
- Ch. 7. Monte Carlo Methods for Inferential Statistics
- Ch. 8. Data Partitioning
- Ch. 9. Probability Density Estimation
- Ch. 10. Supervised Learning
- Ch. 11. Unsupervised Learning
- Ch. 12. Parametric Models
- Ch. 13. Nonparametric Models
- Ch. 14. Markov Chain Monte Carlo Methods
- Ch. 15. Spatial Statistics
- App. A. Introduction to MATLAB
- App. B. Projection Pursuit Indexes
- App. C. MATLAB Statistics Toolbox
- App. D. Computational Statistics Toolbox
- App. E. Exploratory Data Analysis Toolboxes
- App. F. Data Sets
- App. G. Notation.