Back to Linear independence

Activity 2.4.2

Avg difficulty 2.5

We would like to develop a means to detect when a set of vectors is linearly dependent. This activity will point the way.

  1. Suppose we have five vectors in R4\real^4 that form the columns of a matrix having reduced row echelon form [v1v2v3v4v5]∼[10−102012030001−100000]\left[\begin{array}{rrrrr} \vvec_1 & \vvec_2 & \vvec_3 & \vvec_4 & \vvec_5 \end{array}\right] \sim \left[\begin{array}{rrrrr} 1 & 0 & -1 & 0 & 2 \\ 0 & 1 & 2 & 0 & 3 \\ 0 & 0 & 0 & 1 & -1 \\ 0 & 0 & 0 & 0 & 0 \\ \end{array}\right]. Is it possible to write one of the vectors v1,v2,…,v5\vvec_1,\vvec_2,\ldots,\vvec_5 as a linear combination of the others? If so, show explicitly how one vector appears as a linear combination of some of the other vectors. Is this set of vectors linearly dependent or independent?

  2. Suppose we have another set of three vectors in R4\real^4 that form the columns of a matrix having reduced row echelon form [w1w2w3]∼[100010001000]\left[\begin{array}{rrr} \wvec_1 & \wvec_2 & \wvec_3 \\ \end{array}\right] \sim \left[\begin{array}{rrr} 1 & 0 & 0 \\ 0 & 1 & 0 \\ 0 & 0 & 1 \\ 0 & 0 & 0 \\ \end{array}\right]. Is it possible to write one of these vectors w1\wvec_1, w2\wvec_2, w3\wvec_3 as a linear combination of the others? If so, show explicitly how one vector appears as a linear combination of some of the other vectors. Is this set of vectors linearly dependent or independent?

  3. By looking at the pivot positions, how can you determine whether the columns of a matrix are linearly dependent or independent?

  4. If one vector in a set is the zero vector 0\zerovec, can the set of vectors be linearly independent?

  5. Suppose a set of vectors in R10\real^{10} has twelve vectors. Is it possible for this set to be linearly independent?

Austin, Understanding Linear Algebra, §2.4 Linear independence, Activity 2.4.2

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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.