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Exercise 3

Avg difficulty 2.5

Remember that the outer product of two vectors u\uvec and v\vvec is the matrix u vT\uvec~\vvec^T.

  1. Suppose that u=[2−3]\uvec = \twovec{2}{-3} and v=[201]\vvec=\threevec201. Evaluate the outer product u vT\uvec~\vvec^T. To get a clearer sense of how this works, perform this operation without using technology.

    How is each of the columns of u vT\uvec~\vvec^T related to u\uvec?

  2. Suppose u\uvec and v\vvec are general vectors. What is rank⁡(u vT)\rank(\uvec~\vvec^T) and what is a basis for its column space Col(u vT)\col(\uvec~\vvec^T)?

  3. Suppose that u\uvec is a unit vector. What is the effect of multiplying a vector by the matrix u uT\uvec~\uvec^T?

Austin, Understanding Linear Algebra, §7.5 Using Singular Value Decompositions, Exercise 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.