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Item #:
39618414
Computational Statistics in the Earth Sciences: With Applications in MATLAB
Item #:
39618414
TMT 308
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What Stands Out
Interdisciplinary Approach
Combines statistics and earth sciences, catering to students and professionals seeking a robust understanding of computational methods in environmental applications.
MATLAB Integration
Offers practical applications using MATLAB, equipping users with hands-on skills in data analysis and visualization critical for real-world Earth science problems.
Comprehensive Coverage
Covers essential statistical techniques tailored for earth sciences, addressing diverse user needs from beginners to advanced researchers, enhancing their analytical capabilities.
Product Details
- Based on a course taught by the author, this book combines the theoretical underpinnings of statistics with the practical analysis of Earth sciences data using MATLAB. The book is organized to introduce the underlying concepts, and then extends these to the data, covering methods that are most applicable to Earth sciences. Topics include classical parametric estimation and hypothesis testing, and more advanced least squares-based, nonparametric, and resampling estimators. Multivariate data analysis, not often encountered in introductory texts, is presented later in the book, and compositional data is treated at the end. Datasets and bespoke MATLAB scripts used in the book are available online, as well as additional datasets and suggested questions for use by instructors. Aimed at entering graduate students and practicing researchers in the Earth and ocean sciences, this book is ideal for those who want to learn how to analyse data using MATLAB in a statistically-rigorous manner.
| Publisher | Cambridge University Press |
| Publication date | October 19, 2017 |
| Edition | 1st |
| Language | English |
| Print length | 464 pages |
| ISBN-10 | 1107096006 |
| ISBN-13 | 978-1107096004 |
| Item Weight | 2.6 pounds (1.18 kg) |
| Dimensions | 7.5 x 1 x 10 inches (19.1 x 2.5 x 25.4 cm) |
Who Should Buy?
-
Earth Science Students
Ideal for students studying earth sciences, providing practical applications of computational statistics with MATLAB insights.
-
Data Analysts
Data analysts in geosciences can leverage statistical methods in MATLAB to analyze and interpret earth science data effectively.
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Research Professionals
Research professionals needing computational techniques for earth sciences can benefit from the in-depth examples and applications presented.
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Beginners in Statistics
Not suitable for absolute beginners, as a foundational knowledge of statistics is necessary to grasp the content.
Product Description
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Probability & Statistics Editorial Review
Computational Statistics in the Earth Sciences: With Applications in MATLAB is an insightful text published by Cambridge University Press that extensively covers the practical applications of computational statistics in earth sciences, all within its 464 pages. This first edition, released on October 19, 2017, employs MATLAB to illustrate statistical principles effectively, making it a valuable resource for learners and professionals alike. The book's structured approach to statistical models and its comprehensive language make complex concepts accessible. Readers appreciate the detailed explanations and the integration of real-world applications in MATLAB, which enhances their understanding of computational statistics in this field.
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Pros
- In-depth exploration of computational statistics
- Includes practical MATLAB applications
- Well-structured for learners and professionals
- Comprehensive explanations of complex concepts
- Published by a reputable publisher
Cons
- Might be too technical for casual readers
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