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Introduction to Linear Algebra with Earth Science Applications

Name: Introduction to Linear Algebra with Earth Science Applications
Brand: C.L. Loi
SKU: 9786260139902
Price: 78.99 USD
Availability: InStock

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Availability: In Stock

Contributors:

C. L. Loi

Publisher:

C.L. Loi

Binding:

Hardcover

Book Category:

Mathematics, Science

Book Subcategory:

Algebra, Earth Sciences, Applied

Book Topic:

Linear

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The product is eligible for a complimentary return within 30 days from the date of purchase. Furthermore, individual items are shipped within 24 hours of receiving the order.

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Specifications +

Release Date:

2025-05-01

ISBN 13:

9786260139902

Weight:

3.82 lbs

Size:

9.85 x 6.93 x 1.88 inches

Pages:

912

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product description

Description

This is a Linear Algebra textbook specifically designed for students who are majoring in any Earth Science-related subjects like Geophysics and Atmospheric Sciences, and are also interested in Mathematics. With these target readers in mind, we set out to provide an adequate treatment of Linear Algebra concepts that enables them to tackle relevant Earth Science problems. It aims at striking a balance between mathematical theories and physical (mainly Earth Science) applications.

For the first part, it contains a comprehensive review of

Matrix and Vector Operations
Vector (Inner Product) Spaces and Linear Transformations
Eigenvalues/Eigenvectors and Diagonalization, and more

Meanwhile, the topics of the second part include:

Principal Component Analysis (PCA)
Least-square Linear Regression
Discrete Fourier Transform (DFT)
Markov Chains
Matrix Factorization Methods such as Cholesky/L(D)U/SVD
Dynamical Systems
Continuum Mechanics
Data Assimilation

In each chapter, we focus on a selected Linear Algebra topic, motivated by Earth Science examples (if available) and supplemented with Python programming tutorials. At the end of each chapter, a number of exercises (answered, a total of 136) are given for elucidating the concepts and working on Earth Science projects. This book also provides several colored figures for illustration.

Introduction to Linear Algebra with Earth Science Applications

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