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Activity 2.1.3

Avg difficulty 2.5
  1. Given the vectors v1=[4021],v2=[1−331],v3=[−2110],b=[012−2]\vvec_1 = \left[\begin{array}{r} 4 \\ 0 \\ 2 \\ 1 \end{array} \right], \vvec_2 = \left[\begin{array}{r} 1 \\ -3 \\ 3 \\ 1 \end{array} \right], \vvec_3 = \left[\begin{array}{r} -2 \\ 1 \\ 1 \\ 0 \end{array} \right], \bvec = \left[\begin{array}{r} 0 \\ 1 \\ 2 \\ -2 \end{array} \right], can b\bvec be expressed as a linear combination of v1\vvec_1, v2\vvec_2, and v3\vvec_3? Rephrase this question by writing a linear system for the weights c1c_1, c2c_2, and c3c_3 and use the Sage cell below to answer this question.

  2. Consider the following linear system. 3x1+2x2−x3=4x1+2x3=0−x1−x2+3x3=1\begin{alignedat}{4} 3x_1 & {}+{} & 2x_2 & {}-{} x_3 & {}={} & 4 \\ x_1 & & & {}+{} 2x_3 & {}={} & 0 \\ -x_1 & {}-{} & x_2 & {}+{} 3x_3 & {}={} & 1 \\ \end{alignedat} Identify vectors v1\vvec_1, v2\vvec_2, v3\vvec_3, and b\bvec such that the question "Is this linear system consistent?" is equivalent to the question "Can b\bvec be expressed as a linear combination of v1\vvec_1, v2\vvec_2, and v3\vvec_3?"

  3. Consider the vectors v1=[0−21],v2=[11−1],v3=[20−1],b=[−13−1]\vvec_1 = \left[\begin{array}{r} 0 \\ -2 \\ 1 \\ \end{array} \right], \vvec_2 = \left[\begin{array}{r} 1 \\ 1 \\ -1 \\ \end{array} \right], \vvec_3 = \left[\begin{array}{r} 2 \\ 0 \\ -1 \\ \end{array} \right], \bvec = \left[\begin{array}{r} -1 \\ 3 \\ -1 \\ \end{array} \right]. Can b\bvec be expressed as a linear combination of v1\vvec_1, v2\vvec_2, and v3\vvec_3? If so, can b\bvec be written as a linear combination of these vectors in more than one way?

  4. Considering the vectors v1\vvec_1, v2\vvec_2, and v3\vvec_3 from the previous part, can we write every three-dimensional vector b\bvec as a linear combination of these vectors? Explain how the pivot positions of the matrix [v1v2v3]\left[\begin{array}{rrr} \vvec_1 & \vvec_2 & \vvec_3 \end{array} \right] help answer this question.

  5. Now consider the vectors v1=[0−21],v2=[11−1],v3=[1−1−2],b=[08−4]\vvec_1 = \left[\begin{array}{r} 0 \\ -2 \\ 1 \\ \end{array} \right], \vvec_2 = \left[\begin{array}{r} 1 \\ 1 \\ -1 \\ \end{array} \right], \vvec_3 = \left[\begin{array}{r} 1 \\ -1 \\ -2 \\ \end{array} \right], \bvec = \left[\begin{array}{r} 0 \\ 8 \\ -4 \\ \end{array} \right]. Can b\bvec be expressed as a linear combination of v1\vvec_1, v2\vvec_2, and v3\vvec_3? If so, can b\bvec be written as a linear combination of these vectors in more than one way?

  6. Considering the vectors v1\vvec_1, v2\vvec_2, and v3\vvec_3 from the previous part, can we write every three-dimensional vector b\bvec as a linear combination of these vectors? Explain how the pivot positions of the matrix [v1v2v3]\left[\begin{array}{rrr} \vvec_1 & \vvec_2 & \vvec_3 \end{array} \right] help answer this question.

Austin, Understanding Linear Algebra, §2.1 Vectors and linear combinations, Activity 2.1.3

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Adapted from Understanding Linear Algebra © 2023 David Austin. Licensed under CC BY 4.0. Source: Understanding Linear Algebra. Imported at revision 3e6dced.