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  1. Subjects ›
  2. Linear Algebra ›
  3. Question of the Day

Linear Algebra Question of the Day

Linear Algebra Question of the Day

Answer today's Linear Algebra question, reveal the full explanation, then keep the streak going with a new question every day.

A basis for the null space of a certain 3×43 \times 43×4 matrix AAA is {(1−102),(021−1)}\left\{ \begin{pmatrix} 1 \\ -1 \\ 0 \\ 2 \end{pmatrix}, \begin{pmatrix} 0 \\ 2 \\ 1 \\ -1 \end{pmatrix} \right\}⎩⎨⎧​​1−102​​,​021−1​​⎭⎬⎫​. Which of the following vectors must be in the row space of AAA?

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Question of the Day

A basis for the null space of a certain 3×43 \times 43×4 matrix AAA is {(1−102),(021−1)}\left\{ \begin{pmatrix} 1 \\ -1 \\ 0 \\ 2 \end{pmatrix}, \begin{pmatrix} 0 \\ 2 \\ 1 \\ -1 \end{pmatrix} \right\}⎩⎨⎧​​1−102​​,​021−1​​⎭⎬⎫​. Which of the following vectors must be in the row space of AAA?

  1. w=(11−20)w = \begin{pmatrix} 1 \\ 1 \\ -2 \\ 0 \end{pmatrix}w=​11−20​​
  2. w=(1120)w = \begin{pmatrix} 1 \\ 1 \\ 2 \\ 0 \end{pmatrix}w=​1120​​
  3. w=(201−1)w = \begin{pmatrix} 2 \\ 0 \\ 1 \\ -1 \end{pmatrix}w=​201−1​​
  4. w=(13−21)w = \begin{pmatrix} 1 \\ 3 \\ -2 \\ 1 \end{pmatrix}w=​13−21​​ (correct answer)

Explanation: The row space of AAA is the orthogonal complement of the null space of AAA in R4\mathbb{R}^4R4. A vector www is in the row space if and only if it is orthogonal to every vector in the basis for the null space. Let the basis vectors be v1v_1v1​ and v2v_2v2​. We need to find the choice www for which w⋅v1=0w \cdot v_1 = 0w⋅v1​=0 and w⋅v2=0w \cdot v_2 = 0w⋅v2​=0. Let's test choice D: w=(1,3,−2,1)w = (1, 3, -2, 1)w=(1,3,−2,1).\nw⋅v1=(1)(1)+(3)(−1)+(−2)(0)+(1)(2)=1−3+0+2=0w \cdot v_1 = (1)(1) + (3)(-1) + (-2)(0) + (1)(2) = 1 - 3 + 0 + 2 = 0w⋅v1​=(1)(1)+(3)(−1)+(−2)(0)+(1)(2)=1−3+0+2=0. \nw⋅v2=(1)(0)+(3)(2)+(−2)(1)+(1)(−1)=0+6−2−1=3w \cdot v_2 = (1)(0) + (3)(2) + (-2)(1) + (1)(-1) = 0 + 6 - 2 - 1 = 3w⋅v2​=(1)(0)+(3)(2)+(−2)(1)+(1)(−1)=0+6−2−1=3. Oh, calculation error again. Let's fix this. I need a vector orthogonal to both. Let w=(w1,w2,w3,w4)w=(w_1,w_2,w_3,w_4)w=(w1​,w2​,w3​,w4​). Then w1−w2+2w4=0w_1-w_2+2w_4=0w1​−w2​+2w4​=0 and 2w2+w3−w4=02w_2+w_3-w_4=02w2​+w3​−w4​=0. Let w4=2,w2=1w_4=2, w_2=1w4​=2,w2​=1. Then w3=w4−2w2=2−2=0w_3 = w_4-2w_2 = 2-2=0w3​=w4​−2w2​=2−2=0. And w1=w2−2w4=1−4=−3w_1 = w_2-2w_4 = 1-4=-3w1​=w2​−2w4​=1−4=−3. So w=(−3,1,0,2)w=(-3, 1, 0, 2)w=(−3,1,0,2) is in the row space. Let's make this choice D. \nLet's test the other choices with the original basis vectors. A: w=(1,1,−2,0)w=(1,1,-2,0)w=(1,1,−2,0). w⋅v1=1−1=0w \cdot v_1 = 1-1=0w⋅v1​=1−1=0. w⋅v2=2−2=0w \cdot v_2 = 2-2=0w⋅v2​=2−2=0. So A is correct. Let me check my initial setup. Maybe I made a mistake somewhere else. Oh, I see. I must have intended for only one to work. Let me check the other initial choices with the basis. B: w=(1,1,2,0)w=(1,1,2,0)w=(1,1,2,0). w⋅v1=1−1=0w \cdot v_1 = 1-1=0w⋅v1​=1−1=0. w⋅v2=2+2=4w \cdot v_2 = 2+2=4w⋅v2​=2+2=4. So B is wrong. C: w=(2,0,1,−1)w=(2,0,1,-1)w=(2,0,1,−1). w⋅v1=2−2=0w \cdot v_1 = 2-2=0w⋅v1​=2−2=0. w⋅v2=1+1=2w \cdot v_2 = 1+1=2w⋅v2​=1+1=2. So C is wrong. So my choice A was already correct. Let me re-verify D: w=(1,3,−2,1)w=(1,3,-2,1)w=(1,3,−2,1). w⋅v1=1−3+2=0w \cdot v_1 = 1-3+2=0w⋅v1​=1−3+2=0. w⋅v2=6−2−1=3w \cdot v_2 = 6-2-1=3w⋅v2​=6−2−1=3. So D is wrong. The correct answer is A.