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Quantitative Methods of Data Analysis for the Physical Sciences and Engineering 1st Edition by Douglas G Martinson ISBN 1107029767‎ 978-1107029767

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Product details:

ISBN 10: 1107029767‎

ISBN 13: 978-1107029767 

Author: Douglas G. Martinson 

This book provides thorough and comprehensive coverage of most of the new and important quantitative methods of data analysis for graduate students and practitioners. In recent years, data analysis methods have exploded alongside advanced computing power, and it is critical to understand such methods to get the most out of data, and to extract signal from noise. The book excels in explaining difficult concepts through simple explanations and detailed explanatory illustrations. Most unique is the focus on confidence limits for power spectra and their proper interpretation, something rare or completely missing in other books. Likewise, there is a thorough discussion of how to assess uncertainty via use of Expectancy, and the easy to apply and understand Bootstrap method. The book is written so that descriptions of each method are as self-contained as possible. Many examples are presented to clarify interpretations, as are user tips in highlighted boxes.

Table of contents:

Part I – Fundamentals

1. The Nature of Data and Analysis
2. Probability Theory
3. Statistics

Part II – Fitting Curves to Data
4. Interpolation
5. Smoothed Curve Fitting
6. Special Curve Fitting

Part III – Sequential Data Fundamentals
7. Serial1 Products
8. Fourier Series
9. Fourier Transform
10. Fourier Sampling Theory
11. Spectral Analysis
12. Cross-Spectral Analysis
13. Filtering and Deconvolution
14. Linear Parametric Modeling
15. Empirical Orthogonal Function (EOF) Analysis

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Tags: Douglas G Martinson, Quantitative, Methods, Data, Analysis, Physical, Sciences, Engineering