In Linear Algebra Done Right, it defines the linear maps

Sarah-Louise Prince

Sarah-Louise Prince

Answered question

2022-02-15

In Linear Algebra Done Right, it defines the linear maps of a homogeneous system of linear equations with n variables and m equations as
T(x1,,xn)=(k=1nA1,kxk,,k=1nAm,kxk)=0
My question is why the homogeneous system of linear equations can be expressed as the linear maps from FnFm

Answer & Explanation

Yosef Krause

Yosef Krause

Beginner2022-02-16Added 8 answers

A homogeneous system of linear equations is, by definition, of the form
A11x1+A12x2++A1nxn=0
Am1x1+Am2x2++Amnxn=0
where all Aij are fixed scalars, i.e. are F(which is typically R or Q for the first round).
Now, consider the linear map T:BFnBFm defined by the given formula, i.e. a tuple (x1,,xn) of scalars is mapped to the tuple (column vector) given by the left hand sides of the equations, that is,
T = (x1,,xn)(kA1kxk,,kAmkxk)
You can readily verify that this indeed defines a linear map, and that the set of equations is exactly its kernel
kerT={xBFn:T(x)=0}.
Moreover, and most importantly, if we put the coefficients in a matrix A, and regard tuples as column vectors, then we simply have
xBFn: T(x)=Ax

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