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, R⁢o⁢w⁢s⁢p⁢a⁢c⁢e⁢(A)=C⁢o⁢l⁢s⁢p⁢a⁢c⁢e⁢(AT)={ATx:x∈ℝn×1} and C⁢o⁢l⁢s⁢p⁢a⁢c⁢e⁢(A)={A⁢x:x∈ℝn×1}.

Also, R⁢o⁢w⁢s⁢p⁢a⁢c⁢e⁢(A) and C⁢o⁢l⁢s⁢p⁢a⁢c⁢e⁢(A) is subspace of ℝn.

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

R⁢o⁢w⁢s⁢p⁢a⁢c⁢e⁢(A)=C⁢o⁢l⁢s⁢p⁢a⁢c⁢e⁢(AT)={ATx:x∈ℝ10×1} , which is a subspace of ℝ10 and C⁢o⁢l⁢s⁢p⁢a⁢c⁢e⁢(A)={A⁢x:x∈ℝ10×1} , which is a subspace of ℝ10.

R⁢o⁢w⁢s⁢p⁢a⁢c⁢e⁢(B)=C⁢o⁢l⁢s⁢p⁢a⁢c⁢e⁢(BT)={BTx:x∈ℝ10×1} , which is a subspace of ℝ10 and C⁢o⁢l⁢s⁢p⁢a⁢c⁢e⁢(B)={B⁢x:x∈ℝ10×1} , which is a subspace of ℝ10.

R⁢o⁢w⁢s⁢p⁢a⁢c⁢e⁢(C)=C⁢o⁢l⁢s⁢p⁢a⁢c⁢e⁢(CT)={CTx:x∈ℝ10×1} , which is a subspace of ℝ10 and C⁢o⁢l⁢s⁢p⁢a⁢c⁢e⁢(C)={C⁢x: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∈R⁢o⁢w⁢s⁢p⁢a⁢c⁢e⁢(A) then y is of this form y=ATx where, x∈ℝ10×1.

∎y=(B⁢C)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∈C⁢o⁢l⁢s⁢p⁢a⁢c⁢e⁢(CT)=R⁢o⁢w⁢s⁢p⁢a⁢c⁢e⁢(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.

∎R⁢o⁢w⁢s⁢p⁢a⁢c⁢e⁢(𝐮)⊆R⁢o⁢w⁢s⁢p⁢a⁢c⁢e⁢(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∈C⁢o⁢l⁢s⁢p⁢a⁢c⁢e⁢(A) then y is of this form y=A⁢x where, x∈ℝ10×1.

∎y=(B⁢C)⁢x(because we have to check onlyfor those matrices which satifies𝐮=đ”⁢đ¶)=B⁢(C⁢x)=B⁢v(since,C⁢x∈ℝ10×1,so sayC⁢x=v)∎y∈C⁢o⁢l⁢s⁢p⁢a⁢c⁢e⁢(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.

∎C⁢o⁢l⁢s⁢p⁢a⁢c⁢e⁢(𝐮)⊆C⁢o⁢l⁢s⁢p⁢a⁢c⁢e⁢(đ”).

So, the correct answer is :


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