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(a) Let Vbe a subset of role="math" localid="1660109056998" n. Let mbe the largest number of linearly independent vectors we can find in V. (Note mn, by Theorem 3.2.8.) Choose linearly independent vectors 1,2,,m inV. Show that the vectors 1,2,,mspanV and are therefore a basis of V. This exercise shows that any subspace ofn has a basis.

If you are puzzled, think first about the special case when role="math" localid="1660109086728" Vis a plane in 3. What ism in this case?

(b) Show that any subspaceV of ncan be represented as the image of a matrix.

Short Answer

Expert verified

(a)We proved that the vectors span Vi.e., can written as linear combination of the vectors from B'and are a basis ofV .

(b) We proved that any subspace ofV can be represented as the image of a matrix.

Step by step solution

01

(a) To show that the vectors span V and forms a basis

LetV be a subset of n.

Let mbe the largest number of linearly independent vectors.

The set Bof vectors is defined as B={1,2,,m}.

We need to show that the vectors that spansVare basis of V.

We will use here the Theorem 3.2.7 given as follows:

鈥淭he vectors1,2,,m in nare linearly independent if (if and only if) there are nontrivial relations among them.鈥

Now, the setB'containing the vectoris given by,

B'={1,2,,m,}, whereVis an arbitrary vector.

Thus, we havem+1vectors in the above set.

Any vector, say,k, in the set B'can be written as linear combination of other vectors of the same set.

Therefore,

x11+x22++xmm+a=kx11+x22++xmm+k=a=x11ax22axmma+ka

Hence, an arbitrary vector fromVcan be written as the linear combination of the vectors from B'.

We know that they are independent, they can form a basis.

02

(b) To show that any subspace V can be represented as the image of matrix

From part (a), we can choose maximum number of linearly independent vectors fromV which are given by,

1,2,,m, which spansV.

The image of a matrix is spanned by its column vectors.

Therefore, the matrix Ais given by,

A=|||12m|||

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