Proving Linearity of a Transformation: Where to Start?

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Homework Help Overview

The discussion revolves around proving the linearity of a transformation, specifically examining the properties of a function defined in terms of a matrix. Participants are trying to understand the requirements for a transformation to be linear, focusing on the conditions that must be satisfied.

Discussion Character

  • Exploratory, Conceptual clarification, Assumption checking

Approaches and Questions Raised

  • Some participants attempt to clarify the definition of the transformation and its domain, while others suggest calculating specific values of the transformation to check linearity conditions. Questions arise regarding the interpretation of the transformation's definition and whether it applies to all values of a variable.

Discussion Status

The discussion is ongoing, with participants exploring different interpretations of the transformation and questioning the clarity of the problem statement. Some guidance has been offered regarding the steps to take in verifying linearity, but there is no consensus on the correct approach or interpretation yet.

Contextual Notes

There is uncertainty regarding the exact definition of the transformation and its domain, as well as the notation used in the problem. Participants note that the original problem statement may not provide sufficient clarity for a complete understanding.

dylanhouse
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Homework Statement



See attached image below.

Homework Equations





The Attempt at a Solution



I know for it to be a linear transformation it must be that: f(x)+f(y)=f(x+y) and f(tx)=tf(x) where t is a scalar. I'm not sure where to start with this proof.
 

Attachments

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dylanhouse said:

Homework Statement



See attached image below.

Homework Equations


The Attempt at a Solution



I know for it to be a linear transformation it must be that: f(x)+f(y)=f(x+y) and f(tx)=tf(x) where t is a scalar. I'm not sure where to start with this proof.
It's not very clear from the description but the transformation could also be "desribed" this way: f : R → M2x2,
where
$$ f(c) = \begin{bmatrix} 1 & c \\ 0 & 1\end{bmatrix}$$

Start by calculating f(x), f(y), and f(x + y) and seeing if f(x) + f(y) = f(x + y). Then check that f(tx) = t*f(x).
 
dylanhouse said:

Homework Statement



I know for it to be a linear transformation it must be that: f(x)+f(y)=f(x+y) and f(tx)=tf(x) where t is a scalar. I'm not sure where to start with this proof.

Homework Statement


Do you understand what the domain of the transformation is and its "formula" as it acts on the domain?
 
Mark44 said:
It's not very clear from the description but the transformation could also be "desribed" this way: f : R → M2x2,
where
$$ f(c) = \begin{bmatrix} 1 & c \\ 0 & 1\end{bmatrix}$$

How do you know it isn't a transformation from ##R^2## to ##R^2##?
 
dylanhouse said:

Homework Statement



See attached image below.

Homework Equations


The Attempt at a Solution



I know for it to be a linear transformation it must be that: f(x)+f(y)=f(x+y) and f(tx)=tf(x) where t is a scalar. I'm not sure where to start with this proof.
You didn't actually post the definition of ##f_A##. The image says that ##f_A## is "described" by that matrix, but what does that mean?
Mark44 said:
It's not very clear from the description but the transformation could also be "desribed" this way: f : R → M2x2,
where
$$ f(c) = \begin{bmatrix} 1 & c \\ 0 & 1\end{bmatrix}$$

Start by calculating f(x), f(y), and f(x + y) and seeing if f(x) + f(y) = f(x + y). Then check that f(tx) = t*f(x).
I don't think this is right. The problem said we should check that ##f_A## is linear for all c. So, there should be one function for each value of c. The function you called f is just one function. It's more likely that we should check that what you called f(c) is linear, i.e. that for all real numbers c, we have f(c)(ax+by)=af(c)x+bf(c)y for all vectors x,y and all real numbers a,b.

The OP should explain how ##f_A## is defined.
 
I'm not sure. We only did a little on matrix transformations. Would f(x) be that matrix with x instead of c?
 
LCKurtz said:
How do you know it isn't a transformation from ##R^2## to ##R^2##?
What I wrote is how I interpreted the OP's attachment.
Fredrik said:
You didn't actually post the definition of ##f_A##. The image says that ##f_A## is "described" by that matrix, but what does that mean?



I don't think this is right. The problem said we should check that ##f_A## is linear for all c. So, there should be one function for each value of c. The function you called f is just one function. It's more likely that we should check that what you called f(c) is linear, i.e. that for all real numbers c, we have f(c)(ax+by)=af(c)x+bf(c)y for all vectors x,y and all real numbers a,b.

The OP should explain how ##f_A## is defined.

Yes. It was unclear to me, as well.
 
This is the original question, as stated on the handout.
 

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OK, but the notation ##f_A## where A is a matrix, or the concept of a function being "described" by a matrix, should be explained somewhere in the book.

I would guess that you're supposed to show that regardless of the value of c, the function ##f_A:\mathbb R^2\to\mathbb R^2## defined by ##f_A(x)=Ax## for all ##x\in\mathbb R^2##, is linear. (It is however a little bit weird to ask for this, since these functions are linear for all 2×2 matrices A, not just the ones mentioned in the problem. So you should still try to find a definition in your book or in some other handout).
 
  • #10
The statement of problem 8 (which you posted here) strongly suggests that ##f_A## is to be interpreted the way I did in my previous post.
 

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