Determining whether a matrix function is linear?

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Homework Help Overview

The discussion revolves around determining the linearity of various matrix functions. Participants are tasked with analyzing specific functions to ascertain if they meet the criteria for linearity, which involves checking properties related to addition and scalar multiplication.

Discussion Character

  • Conceptual clarification, Assumption checking

Approaches and Questions Raised

  • Participants explore the definitions of linear functions and discuss the criteria that must be satisfied. There is an attempt to apply these criteria to specific examples, with some participants questioning their understanding of the necessary computations.

Discussion Status

Some guidance has been provided regarding the steps to check linearity, including the need to verify the conditions for addition and scalar multiplication. However, there is still uncertainty among participants about how to apply these checks to the given functions.

Contextual Notes

Participants express confusion about the problem requirements and seek clarification on how to approach the analysis of the functions. There is an emphasis on understanding the definitions rather than simply applying formulas.

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Homework Statement


Which of the following functions is linear? Give reasons if they are not linear. If they are linear, give the corresponding matrix.


Homework Equations



a) [itex] R <br /> \begin{pmatrix}<br /> x\\<br /> y\\<br /> \end{pmatrix} = <br /> <br /> \begin{pmatrix}<br /> x - y \\ <br /> x\\ <br /> \end{pmatrix}[/itex]

b) [itex] S <br /> \begin{pmatrix}<br /> a\\<br /> b\\<br /> \end{pmatrix} = <br /> <br /> \begin{pmatrix}<br /> 5 \\ <br /> b\\ <br /> \end{pmatrix}[/itex]

c) [itex]T(x \textbf{i} + y \textbf{j} + z \textbf{k}) = 6x \textbf{i} + y \textbf{j} - y \textbf{k}[/itex]

d)[itex] U <br /> \begin{pmatrix}<br /> x\\<br /> y\\<br /> z\\<br /> \end{pmatrix} = <br /> <br /> \begin{pmatrix}<br /> xy \\ <br /> y\\<br /> z\\ <br /> \end{pmatrix}[/itex]

The Attempt at a Solution



I have no idea how to do this question, I've tried to find some advice online and neither my notes nor the resources seem to help me.

Could someone possibly tell me what I'm supposed to do please?

Thanks
 
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If a function f is linear then f (x+y) = f(x) + f(y) and f(cx) = cf(x) for a constant c and x, y in your domain. Check to see if the functions satisify these two criteria by checking with arbitrary scalar c and variables x and y.
 
Ok, I think I understand, so if I take the first question and use the criteria f(cx) = cf(x).

a)
[itex] \begin{pmatrix}<br /> a & b\\<br /> c & d\\<br /> \end{pmatrix} <br /> \begin{pmatrix}<br /> x\\<br /> y\\<br /> \end{pmatrix} = \begin{pmatrix}<br /> x - y \\ <br /> x\\ <br /> \end{pmatrix}[/itex]

I get

[itex] \begin{pmatrix}<br /> ax + by\\<br /> cx + dy\\<br /> \end{pmatrix} = \begin{pmatrix}<br /> x - y \\ <br /> x\\ <br /> \end{pmatrix}<br /> [/itex]

So [itex]R = \begin{pmatrix}<br /> 1 & -1\\ <br /> 1 & 0\\ <br /> \end{pmatrix}[/itex]

So my R value is this constant? So now I just need to multiply f(x) by R and see if I still get the answer right?
 
No, you do not assume that f(cx) = cf(x). You want to check if that is true. So compute cf(x) and compute f(cx) and see if they are equal. Then move onto computing f(x+y) and f(x) + f(y) and see if they are equal. The function is linear if and only if those two statements are true. If one or both are false then the function is not linear.
 

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