A hands-on introduction to the theoretical and computational
aspects of linear algebra using Mathematica(R)
Many topics in linear algebra are simple, yet computationally
intensive, and computer algebra systems such as Mathematica(R) are
essential not only for learning to apply the concepts to
computationally challenging problems, but also for visualizing many
of the geometric aspects within this field of study. Principles of
Linear Algebra with Mathematica uniquely bridges the gap between
beginning linear algebra and computational linear algebra that is
often encountered in applied settings, and the commands required to
solve complex and computationally challenging problems using
Mathematica are provided.
The book begins with an introduction to the commands and
programming guidelines for working with Mathematica. Next, the
authors explore linear systems of equations and matrices,
applications of linear systems and matrices, determinants,
inverses, and Cramer's rule. Basic linear algebra topics, such as
vectors, dot product, cross product, and vector projection are
explored, as well as a unique variety of more advanced topics
including rotations in space, 'rolling' a circle along a curve, and
the TNB Frame. Subsequent chapters feature coverage of linear
transformations from Rn to Rm, the geometry of linear and affine
transformations, with an exploration of their effect on arclength,
area, and volume, least squares fits, and pseudoinverses.
Mathematica is used to enhance concepts and is seamlessly
integrated throughout the book through symbolic manipulations,
numerical computations, graphics in two and three dimensions,
animations, and programming. Each section concludes with standard
problems in addition to problems that were specifically designed to
be solved with Mathematica, allowing readers to test their
comprehension of the presented material. All related Mathematica
code is available on a corresponding website, along with solutions
to problems and additional topical resources.
Extensively class-tested to ensure an accessible presentation,
Principles of Linear Algebra with Mathematica is an excellent book
for courses on linear algebra at the undergraduate level. The book
is also an ideal reference for students and professionals who would
like to gain a further understanding of the use of Mathematica to
solve linear algebra problems.
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