
Basic Matrix Algebra with Algorithms and Applications
Résumé
"In brief, I think the book is wonderful! ... It's
pedagogically excellent ... The examples are very
thoughtfully chosen, anticipating possible
misunderstandings and illuminating both the main idea and
some subtleties ... The emphasis on recursion is unusual
and valuable ... It's rich in topics not often, if at all,
treated effectively in texts at this level ... Again, I
think this book is terrific ..."
-Harriet Pollatsek, Professor of Mathematics and Julia
and Sarah Ann Adams Professor of Science, Mount Holyoke
College, South Hadley, Massachusetts, USA
Clear prose, tight organization, and a wealth of examples and computational techniques make Basic Matrix Algebra with Algorithms and Applications an outstanding introduction to linear algebra. The author designed this treatment specifically for freshman majors in mathematical subjects and upper-level students in natural resources, the social sciences, business, or any discipline that eventually requires an understanding of linear models.
With extreme pedagogical clarity that avoids abstraction wherever possible, the author emphasizes minimal polynomials and their computation using a Krylov algorithm. The presentation is highly visual and relies heavily on work with a graphing calculator to allow readers to focus on concepts and techniques rather than on tedious arithmetic. Supporting materials, including test preparation Maple worksheets, are available for download from the Internet.
This unassuming but insightful and remarkably original treatment is organized into bite-sized, clearly stated objectives. It goes well beyond the LACSG recommendations for a first course while still implementing their philosophy and core material. Classroom tested with great success, it prepares readers well for the more advanced studies their fields ultimately will require.
Contents
Systems of Linear Equations and Their Solution- Recognizing Linear Systems and Solutions
- Matrices, Equivalence and Row Operations
- Echelon Forms and Gaussian Elimination
- Free Variables and General Solutions
- The Vector Form of the General Solution
- Geometric Vectors and Linear Functions
- Polynomial Interpolation
- Complex Numbers
- Matrix Multiplication
- Auxiliary Matrices and Matrix Inverses
- Symmetric Projectors, Resolving Vectors
- Least Squares Approximation
- Changing Plane Coordinates
- The Fast Fourier Transform and the Euclidean Algorithm
- Eigenvectors and Eigenvalues
- The Minimal Polynomial Algorithm
- Linear Recurrence Relations
- Properties of the Minimal Polynomial
- The Sequence {Ak}
- Discrete dynamical systems
- Matrix compression with components
- Area and Composition of Linear Functions
- Computing Determinants
- Fundamental Properties of Determinants
- Further Applications
L'auteur - Robert A. Liebler
Colorado State University, Fort Collins, Colorado, USA
Caractéristiques techniques
PAPIER | |
Éditeur(s) | Chapman and Hall / CRC |
Auteur(s) | Robert A. Liebler |
Parution | 25/03/2003 |
Nb. de pages | 256 |
Format | 15,5 x 23,5 |
Couverture | Broché |
Poids | 375g |
Intérieur | Noir et Blanc |
EAN13 | 9781584883333 |
ISBN13 | 978-1-58488-333-3 |
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