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  • An Introduction to Linear Algebra and Tensors, Revised Edition

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An Introduction to Linear Algebra and Tensors, Revised Edition

4.3 out of 5 stars (37)

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The present book, a valuable addition to the English-language literature on linear algebra and tensors, constitutes a lucid, eminently readable and completely elementary introduction to this field of mathematics. A special merit of the book is its free use of tensor notation, in particular the Einstein summation convention. The treatment is virtually self-contained. In fact, the mathematical background assumed on the part of the reader hardly exceeds a smattering of calculus and a casual acquaintance with determinants.
The authors begin with linear spaces, starting with basic concepts and ending with topics in analytic geometry. They then treat multilinear forms and tensors (linear and bilinear forms, general definition of a tensor, algebraic operations on tensors, symmetric and antisymmetric tensors, etc.), and linear transformation (again basic concepts, the matrix and multiplication of linear transformations, inverse transformations and matrices, groups and subgroups, etc.). The last chapter deals with further topics in the field: eigenvectors and eigenvalues, matrix ploynomials and the Hamilton-Cayley theorem, reduction of a quadratic form to canonical form, representation of a nonsingular transformation, and more. Each individual section — there are 25 in all — contains a problem set, making a total of over 250 problems, all carefully selected and matched. Hints and answers to most of the problems can be found at the end of the book.
Dr. Silverman has revised the text and numerous pedagogical and mathematical improvements, and restyled the language so that it is even more readable. With its clear exposition, many relevant and interesting problems, ample illustrations, index and bibliography, this book will be useful in the classroom or for self-study as an excellent introduction to the important subjects of linear algebra and tensors.

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Editorial Reviews

From the Back Cover

The present book, a valuable addition to the English-language literature on linear algebra and tensors, constitutes a lucid, eminently readable and completely elementary introduction to this field of mathematics. A special merit of the book is its free use of tensor notation, in particular the Einstein summation convention. The treatment is virtually self-contained. In fact, the mathematical background assumed on the part of the reader hardly exceeds a smattering of calculus and a casual acquaintance with determinants.
The authors begin with linear spaces, starting with basic concepts and ending with topics in analytic geometry. They then treat multilinear forms and tensors (linear and bilinear forms, general definition of a tensor, algebraic operations on tensors, symmetric and antisymmetric tensors, etc.), and linear transformation (again basic concepts, the matrix and multiplication of linear transformations, inverse transformations and matrices, groups and subgroups, etc.). The last chapter deals with further topics in the field: eigenvectors and eigenvalues, matrix polynomials and the Hamilton-Cayley theorem, reduction of a quadratic form to canonical form, representation of a nonsingular transformation, and more. Each individual section — there are 25 in all — contains a problem set, making a total of over 250 problems, all carefully selected and matched. Hints and answers to most of the problems can be found at the end of the book.
Dr. Silverman has revised the text and numerous pedagogical and mathematical improvements, and restyled the language so that it is even more readable. With its clear exposition, many relevant and interesting problems, ample illustrations, index and bibliography, this book will be useful in the classroom or for self-study as an excellent introduction to the important subjects of linear algebra and tensors.
Unabridged and unaltered republication of revised English edition originally titled
Introductory Linear Algebra, 1972.

Product details

  • Publisher ‏ : ‎ Dover Publications
  • Publication date ‏ : ‎ October 18, 2010
  • Edition ‏ : ‎ Revised ed.
  • Language ‏ : ‎ English
  • Print length ‏ : ‎ 192 pages
  • ISBN-10 ‏ : ‎ 0486635457
  • ISBN-13 ‏ : ‎ 978-0486635453
  • Item Weight ‏ : ‎ 10.4 ounces
  • Dimensions ‏ : ‎ 5.62 x 0.39 x 8.24 inches
  • Part of series ‏ : ‎ Dover Books on Mathematics
  • Best Sellers Rank: #1,064,415 in Books (See Top 100 in Books)
  • Customer Reviews:
    4.3 out of 5 stars (37)

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Customer reviews

4.3 out of 5 stars
37 global ratings

Top reviews from the United States

  • 5 out of 5 stars
    Excelente¡¡¡¡
    Reviewed in the United States on January 19, 2026
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    Excelente¡¡¡¡

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  • 5 out of 5 stars
    Grand Child Christmas Present
    Reviewed in the United States on December 26, 2025
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    Grand Child Christmas Present & He Loved it

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  • 2 out of 5 stars
    OK for tensors, if you know linear algebra already
    Reviewed in the United States on November 24, 2024
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    It gets to tensors in chapter 1, which is what I bought it for. I find the derivations of things I already know are tortured and roundabout, and there are errors in translation where the wrong formulas are given. Projection on page 14 for example. There are zero numeric examples, yet there are numeric problems, again if I didn't know how to already I would be lost.

    As I hit new material, I once again find tortured derivation. For example, the tensor translation could be given as e' = Y e, where Yi,j = ||Pre'jei|| = e'j dot ei / ||e'j|| = e'j dot ei (e'j is a unit vector, length 1) = cos theta. Short and sweet, leaving room for examples and discussion to make the point clear. But no, instead it rambles on for thre pages, skips the intuitive explanation, and provides no examples.

    Overall, it's at least a resouce for tensors, but needs a rewrite. Stay away unless you already know a fair amount and want to complete your knowledge of tensors.

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  • 5 out of 5 stars
    A very good book for students and professionals alike
    Reviewed in the United States on August 6, 2017
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    A very good book for students and professionals alike, who want to strengthen their knowledge of linear algebra and tensors.

    2 people found this helpful
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  • 5 out of 5 stars
    Five Stars
    Reviewed in the United States on March 29, 2015
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    it is a concise book.

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  • 3 out of 5 stars
    A decent book with lots of exercises
    Reviewed in the United States on February 8, 2000
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    This book is not the best linear algebra book I've come across, but there are a lot of good things about it. The proofs are all very clear, and there are lots and lots and lots of good exercises. Something I see with a lot of math books on the same topic is that they often have a lot of exercises in common-not usually exactly the same, but difering only by a few numbers or words. But many of the exercises in this book, particularly in the early chapters on dimension, cross product, and dot product, I have not seen in any other book. The one thing about this book is that there really is not a huge amount of non-exercise text-though what there is is well-written. So maybe this would work best as a supplement to another book. One thing that can be said about that book is that, in the division of linear algebra books into computational or abstract algebra books, this book is somewhere in the middle. It starts with the axioms of a vector space, but most of the text concerns only 3-dimensional euclidean geometry-though many(but not all!) of the proofs carry over to higher dimensions without change. Also, the inclusion of so much material on the cross product-which is really useful only in applications to physics(as far as I know), not in abstract mathematics, is another unique feature of this book. Now, this book does not contain things like Gaussian elimination, but it is still not all that abstract, compared to many other books, at least. Also, this book is very short. It covers all the basics, but simply ignores some topics such as tensor products(necessary to a good treatment of tensor products, not messy and index-laden like the one here), exterior products, Jordan normal form, as well as much about what happens if the base field isn't R-in particular, anything about Hermitian or unitary matrices(Unless my memory has failed me-I don't have the book at hand to be sure these things were never mentioned, but am pretty sure).

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  • 5 out of 5 stars
    Outstanding book for beginners on tensor calculus
    Reviewed in Germany on November 14, 2020
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    Excellent introduction to the theory of Cartesian tensors. The presentation of tensors as invariant multilinear forms, leading in a natural way to the transformation formulas and thus motivating them, is worked out very clearly. Unlike many other books, tensors are not simply characterized as multiply indexed quantities that obey certain laws of transformation, thus greatly promoting a deeper understanding. Another plus are many problems, some of them with solutions.

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  • 4 out of 5 stars
    We need prior basic knowledge to understand completely
    Reviewed in India on January 31, 2023
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    I wouldn't really title it an introduction book if there are no complete explanations or concepts that must be covered before to understand. We must know about topics such as sets, vectors, differentiation, and such things to fully understand but it is a good book with enough content and practice problems and you will be able to learn new things that would be hard to find on the internet

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  • 2 out of 5 stars
    ... vielleicht etwas für Fortgeschrittene
    Reviewed in Germany on October 12, 2014
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    Das Buch ist aus meiner Sicht für Anfänger eher schwer verständlich zu lesen. Kaum Erkärungen, warum (insbesondere bei Tensoren) die eine oder eine andere Definition motiviert sind. Die offensichtlich zumindest teilweise eingescannten Formeln sind auf meinem iPAD schlecht lesbar. Unter dem Strich: leider kein "must have"!

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