Question

For a matrix 𝑀, let Rowspace(𝑀) denote the linear span of the rows of 𝑀 and
Colspace(𝑀) denote the linear span of the columns of 𝑀. Which of the
following hold(s) for all 𝐮, đ”, đ¶ ∈ 𝑀10 (ℝ) satisfying 𝐮 = đ”đ¶ ?

  1. Rowspace(𝐮) ⊆ Rowspace(đ”)
  2. Rowspace(𝐮) ⊆ Rowspace(đ¶)
  3. Colspace(𝐮) ⊆ Colspace(đ”)
  4. Colspace(𝐮) ⊆ Colspace(đ¶)

Answer:
Option-2. Rowspace(𝐮) ⊆ Rowspace(đ¶)
Option-3. Colspace(𝐮) ⊆ Colspace(đ”)


Solution :-

We know that is A is square matrix of order n with entries from ℝ then, Rowspace(A)=Colspace(AT)={ATx:x∈ℝn×1} and Colspace(A)={Ax:x∈ℝn×1}.

Also, Rowspace(A) and Colspace(A) is subspace of ℝn.

Therefore, if 𝐮, đ”, đ¶ ∈ 𝑀10 (ℝ) then,

Rowspace(A)=Colspace(AT)={ATx:x∈ℝ10×1} , which is a subspace of ℝ10 and Colspace(A)={Ax:x∈ℝ10×1} , which is a subspace of ℝ10.

Rowspace(B)=Colspace(BT)={BTx:x∈ℝ10×1} , which is a subspace of ℝ10 and Colspace(B)={Bx:x∈ℝ10×1} , which is a subspace of ℝ10.

Rowspace(C)=Colspace(CT)={CTx:x∈ℝ10×1} , which is a subspace of ℝ10 and Colspace(C)={Cx:x∈ℝ10×1} , which is a subspace of ℝ10.


Now, we want to check if we take a general vector from Row Space of A and use the fact 𝐮 = đ”đ¶ then that general vector where to go.

So, if y∈Rowspace(A) then y is of this form y=ATx where, x∈ℝ10×1.

∎y=(BC)Tx(because we have to check onlyfor those matrices which satifies𝐮=đ”đ¶)=(CTBT)x=CT(BTx)=CTv(since,BTx∈ℝ10×1,so sayBTx=v)∎y∈Colspace(CT)=Rowspace(C)

Here, we can see that we took a general vector y from the Row Space of A then that vector y is also in Row Space of C, if 𝐮 = đ”đ¶ then.

∎Rowspace(𝐮)⊆Rowspace(đ¶).

Now, we want to check if we take a general vector from Column Space of A and use the fact 𝐮 = đ”đ¶ then that general vector where to go.

So, if y∈Colspace(A) then y is of this form y=Ax where, x∈ℝ10×1.

∎y=(BC)x(because we have to check onlyfor those matrices which satifies𝐮=đ”đ¶)=B(Cx)=Bv(since,Cx∈ℝ10×1,so sayCx=v)∎y∈Colspace(B)

Here, we can see that we took a general vector y from the Column Space of A then that vector y is also in Column Space of B, if 𝐮 = đ”đ¶ then.

∎Colspace(𝐮)⊆Colspace(đ”).

So, the correct answer is :


Option-2. Rowspace(𝐮) ⊆ Rowspace(đ¶)
and
Option-3. Colspace(𝐮) ⊆ Colspace(đ”)