The Linear Algebra a Beginning Graduate Student Ought to Know

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Linear algebra is a living, active branch of mathematics which is central to almost all other areas of mathematics, both pure and applied, as well as computer science, the physical and social sciences, and engineering. It entails an extensive corpus of theoretical results as well as a large body of computational techniques. Unfortunately, in recent years the content of the linear algebra courses required to complete an undergraduate degree in mathematics has been depleted to the extent that they fail to provide a sufficient theoretical or computational background. Students are not only less able to formulate or even follow mathematical proofs, they are also less able to understand the mathematics of the numerical algorithms they need for applications. Certainly, the material presented in the average undergraduate linear algebra course is insufficient for graduate study. This book is intended to fill this gap by providing enough material "theoretical and computational" to allow the student to work independently or in advanced courses.

The book is intended to be used in one of several possible ways:

(1) as a self-study guide ;

(2) as a textbook for a course in advanced linear algebra, either at the upper-class undergraduate level or at the first-year graduate level ; or

(3) as a reference book.

It is also designed to prepare a student for the linear algebra portion of prelim exams or PhD qualifying exams.

The volume is self-contained to the extent that it does not assume any previous formal knowledge of linear algebra, though the reader is assumed to have been exposed, at least informally, to some basic ideas and techniques, such as the solution of a small system of linear equations over the real numbers. More importantly, it does assume a seriousness of purpose and a modicum of mathematical sophistication on the part of the reader. The book also contains over 1000 exercises, many of which are very challenging.

Author(s): Jonathan Samuel Golan
Series: Texts in the Mathematical Sciences
Edition: 2nd
Publisher: Springer
Year: 2007

Language: English
Pages: 443

00front-matter......Page 2
01Notation and terminology......Page 11
02Fields......Page 14
03Vector spaces over a field......Page 26
04Algebras over a field......Page 42
05Linear independence and dimension......Page 58
06Linear transformations......Page 88
07The endomorphism algebra of a vector space......Page 108
08Representation of linear transformations by matrices......Page 126
09The algebra of square matrices......Page 140
10Systems of linear equations......Page 178
11Determinants......Page 208
12Eigenvalues and eigenvectors......Page 238
13Krylov subspaces......Page 276
14The dual space......Page 294
15Inner product spaces......Page 308
16Orthogonality......Page 334
17Selfadjoint Endomorphisms......Page 358
18Unitary and Normal endomorphisms......Page 378
19Moore-Penrose pseudoinverses......Page 398
20Bilinear transformations and forms......Page 408
back-matter......Page 432