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Exercise 10.1.3

Avg difficulty 3.0

Which of the following functions are linear transformations?

  1. The function f:SeqK→SeqKf:\mathbf{Seq}_{K}\to\mathbf{Seq}_{K} defined by f((a0,a1,a2,…))=(−a1,−a3,−a5,…)f((a_{0},a_{1},a_{2},\ldots))=(-a_{1},-a_{3},-a_{5},\ldots). In words, the function ff removes the even-numbered elements, and negates the odd-numbered elements.

  2. The function f:M2,2→M2,2f:\mathbf{M}_{2,2}\to\mathbf{M}_{2,2} defined by f(A)=ABf(A)=AB. Here, M2,2\mathbf{M}_{2,2} is the vector space of 2×22\times 2-matrices with real entries, and BB is a fixed matrix.

  3. The function f:M2,2→M2,2f:\mathbf{M}_{2,2}\to\mathbf{M}_{2,2} defined by f(A)=A+Bf(A)=A+B, where BB is a fixed matrix.

  4. The function f:M2,2→M2,2f:\mathbf{M}_{2,2}\to\mathbf{M}_{2,2} defined by f(A)=ATf(A)=A^{T}.

Selinger, Matrix Theory and Linear Algebra, Linear transformation of vector spaces, Definition and examples, Exercise 10.1.3

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Adapted from Matrix Theory and Linear Algebra © 2017–2026 Peter Selinger, Lyryx Learning, and Ken Kuttler. Licensed under CC BY 4.0. Source: Matrix Theory and Linear Algebra. Imported at revision d74bc3a.