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Georgi E. Shilov - Linear Algebra

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Georgi E. Shilov Linear Algebra

Linear Algebra: summary, description and annotation

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Covers determinants, linear spaces, systems of linear equations, linear functions of a vector argument, coordinate transformations, the canonical form of the matrix of a linear operator, bilinear and quadratic forms, Euclidean spaces, unitary spaces, quadratic forms in Euclidean and unitary spaces, finite-dimensional space. Problems with hints and answers.

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Table of Contents appendix CATEGORIES OF FINITE-DIMENSIONAL SPACES - photo 1
Table of Contents

*appendix
CATEGORIES OF FINITE-DIMENSIONAL SPACES
A.I. Introduction

A.11. Recently the concept of a category and certain related ideas have begun to play an important role in various branches of mathematics. An example of a category is a collection of sets together with mappings of the sets into one another. A collection of linear spaces or algebras together with their morphisms is another example of a category.

The exact definition of a category is as follows: Let Picture 2 be a set of indices , and let Picture 3 be a set of elements X ( Picture 4 called objects of the category Picture 5 . Suppose that for every pair of objects X , and X there is a set Picture 6 of other elements A called mappings of the object X into the object X such that the product of the mappings A and A is defined for arbitrary , , and belongs to Picture 7 , where multiplication is associative, i.e.,

A ( A A ) = ( A A ) A )

for arbitrary , , , . ln particular, the set Picture 8 of mappings of the objects X into themselves is defined, and (associative) multiplication of mappings is defined in Picture 9 . Finally, it is required that the set Picture 10 contain the unit element , which has the property that

A = A , A = A

for arbitrary , and . Instead of Picture 11 we will usually write simply Picture 12 .

A set Picture 13 of objects X and mappings A with the properties just enumerated is called a category. A category Picture 14 is called linear if in the set Picture 15 of mappings A (with arbitrary fixed and ) there are defined operations of addition of mappings and multiplication of mappings by numbers (from the field K). This makes the set Picture 16 into a linear space over the field K. Thus in a linear category the set Picture 17 becomes an algebra with a unit (over the field K ).

A.12 . In this appendix we will consider linear categories whose elements are finite-dimensional linear spaces (of dimension 1) over the field C of complex numbers, while the mappings are linear mappings (morphisms) of one such space into another.

Thus we start with the following definition: Let X ( Picture 18 be a set of finite-dimensional complex linear spaces, and for every let Picture 19 be an algebra of linear operators carrying X into itself. Moreover, suppose that for every pair of indices and there is a set Picture 20 of linear operators A carrying X into X such that I) if Picture 21 contains the operators A and B , then Picture 22 contains the operator sum A + B , and 2) if Picture 23 contains the operator A , then Picture 24 contains the product A where is an arbitrary complex number. A family of linear operators with these two properties will be called a linear family. In particular, the linear family Linear Algebra - image 25 coincides with the algebra Linear Algebra - image 26 . It is also assumed that

Linear Algebra - image 27

(1)

for arbitrary , and , i.e., that every product

A A ( A Picture 28 , A Picture 29Picture 30 )

belongs to Picture 31 . Such a set of spaces X together with algebras Picture 32 and linear families Picture 33 will be called a category of finite-dimensional spaces or simply a category , and will be denoted by Picture 34 .

If we choose a basis in every space X, then the algebras Picture 35 and linear families Picture 36 can be identified with the algebras and linear families of the corresponding matrices, a fact which will henceforth be exploited systematically.

In what follows, we will find the categories of linear spaces corresponding to given algebras Picture 37 , confining ourselves to the case where the Picture 38 are semisimple algebras containing the unit matrix. According to Sec. 11.86, for such an algebra the space X can be decomposed into a direct sum of subspaces X, invariant under all the operators A, where in each subspace Xj the algebra is a simple algebra containing the unit matrix ie is described in some - photo 39 is a simple algebra containing the unit matrix, i.e., is described in some basis by the set of all quasi-diagonal matrices of the form

where C ranges over the set of all matrices of the appropriate order We begin - photo 40
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