Numerical Linear Algebra with Applications
eBook - ePub

Numerical Linear Algebra with Applications

Using MATLAB and Octave

  1. 628 pages
  2. English
  3. ePUB (mobile friendly)
  4. Available on iOS & Android
eBook - ePub

Numerical Linear Algebra with Applications

Using MATLAB and Octave

About this book

Numerical Linear Algebra with Applications is designed for those who want to gain a practical knowledge of modern computational techniques for the numerical solution of linear algebra problems, using MATLAB as the vehicle for computation. The book contains all the material necessary for a first year graduate or advanced undergraduate course on numerical linear algebra with numerous applications to engineering and science. With a unified presentation of computation, basic algorithm analysis, and numerical methods to compute solutions, this book is ideal for solving real-world problems.The text consists of six introductory chapters that thoroughly provide the required background for those who have not taken a course in applied or theoretical linear algebra. It explains in great detail the algorithms necessary for the accurate computation of the solution to the most frequently occurring problems in numerical linear algebra. In addition to examples from engineering and science applications, proofs of required results are provided without leaving out critical details. The Preface suggests ways in which the book can be used with or without an intensive study of proofs.This book will be a useful reference for graduate or advanced undergraduate students in engineering, science, and mathematics. It will also appeal to professionals in engineering and science, such as practicing engineers who want to see how numerical linear algebra problems can be solved using a programming language such as MATLAB, MAPLE, or Mathematica.- Six introductory chapters that thoroughly provide the required background for those who have not taken a course in applied or theoretical linear algebra- Detailed explanations and examples- A through discussion of the algorithms necessary for the accurate computation of the solution to the most frequently occurring problems in numerical linear algebra- Examples from engineering and science applications

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Yes, you can access Numerical Linear Algebra with Applications by William Ford in PDF and/or ePUB format, as well as other popular books in Mathematics & Linear Algebra. We have over one million books available in our catalogue for you to explore.

Information

Table of contents

  1. Cover image
  2. Title page
  3. Table of Contents
  4. Copyright
  5. Dedication
  6. List of Figures
  7. List of Algorithms
  8. Preface
  9. Chapter 1: Matrices
  10. Chapter 2: Linear Equations
  11. Chapter 3: Subspaces
  12. Chapter 4: Determinants
  13. Chapter 5: Eigenvalues and Eigenvectors
  14. Chapter 6: Orthogonal Vectors and Matrices
  15. Chapter 7: Vector and Matrix Norms
  16. Chapter 8: Floating Point Arithmetic
  17. Chapter 9: Algorithms
  18. Chapter 10: Conditioning of Problems and Stability of Algorithms
  19. Chapter 11: Gaussian Elimination and the LU Decomposition
  20. Chapter 12: Linear System Applications
  21. Chapter 13: Important Special Systems
  22. Chapter 14: Gram-Schmidt Orthonormalization
  23. Chapter 15: The Singular Value Decomposition
  24. Chapter 16: Least-Squares Problems
  25. Chapter 17: Implementing the QR Decomposition
  26. Chapter 18: The Algebraic Eigenvalue Problem
  27. Chapter 19: The Symmetric Eigenvalue Problem
  28. Chapter 20: Basic Iterative Methods
  29. Chapter 21: Krylov Subspace Methods
  30. Chapter 22: Large Sparse Eigenvalue Problems
  31. Chapter 23: Computing the Singular Value Decomposition
  32. Appendix A: Complex Numbers
  33. Appendix B: Mathematical Induction
  34. Appendix C: Chebyshev Polynomials
  35. Glossary
  36. Bibliography
  37. Index