Elementary Linear Algebra 7th Edition

Published by Cengage Learning
ISBN 10: 1-13311-087-8
ISBN 13: 978-1-13311-087-3

Chapter 6 - Linear Transformations - 6.1 Introduction to Linear Transformations - 6.1 Exercises - Page 300: 15

Answer

T is not a linear transformation.

Work Step by Step

A linear transformation is said to be linear if $T(av+w)=aT(v)+T(w)$, for all $v,w$ in the given domain and for all scalars $a$. Here, the above condition is violated. Take, $a = 1;v = w = \left[ {\begin{array}{*{20}{c}} 1&0\\ 0&1 \end{array}} \right]$ Then, $T\left[ {1\left[ {\begin{array}{*{20}{c}} 1&0\\ 0&1 \end{array}} \right] + \left[ {\begin{array}{*{20}{c}} 1&0\\ 0&1 \end{array}} \right]} \right] = T\left( {\left[ {\begin{array}{*{20}{c}} 2&0\\ 0&2 \end{array}} \right]} \right) = \left| {\begin{array}{*{20}{c}} 2&0\\ 0&2 \end{array}} \right| = 4$ whereas, $1T\left[ {\left[ {\begin{array}{*{20}{c}} 1&0\\ 0&1 \end{array}} \right]} \right] + T\left[ {\left[ {\begin{array}{*{20}{c}} 1&0\\ 0&1 \end{array}} \right]} \right] = \left| {\begin{array}{*{20}{c}} 1&0\\ 0&1 \end{array}} \right| + \left| {\begin{array}{*{20}{c}} 1&0\\ 0&1 \end{array}} \right| = 1 + 1 = 2$ Therefore, $T\left[ {1\left[ {\begin{array}{*{20}{c}} 1&0\\ 0&1 \end{array}} \right] + \left[ {\begin{array}{*{20}{c}} 1&0\\ 0&1 \end{array}} \right]} \right] \ne 1T\left[ {\left[ {\begin{array}{*{20}{c}} 1&0\\ 0&1 \end{array}} \right]} \right] + T\left[ {\left[ {\begin{array}{*{20}{c}} 1&0\\ 0&1 \end{array}} \right]} \right]$
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