Understanding Linear Transformations: Solving Homework Problems

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In summary, the conversation discusses finding a solution for the equation L(x,y) = L(x+y,x-y) using the given equations. The person is confused but has calculated points and turned them into vectors in order to find a solution for the matrix L. Through solving for the variables, it is determined that L = ((1,2)|(0,1)).
  • #1
Snoogx
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Homework Statement


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Homework Equations


L(x,y) = L(x+y,x-y)
L(x,y) = L(x) + L(y)
L(kx) = kL(x)

The Attempt at a Solution


I'm very confused on this. I've look all over and haven't figured this out yet. I'm there's one simple piece of info I'm missing and then it'll all make sense, but for the life of me I can't figure it out. The most I've come up with is showing what three points become.
L(0,3) = (0,3)
L(4,0) = (4,8)
L(4,3) = (4,11)

I don't know what to do from here.
Edit:
I need vectors, so would I turn my three points into vectors?
I think I need L(x)=[L]x=vx
Where v is the vector.
 
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  • #2
there are 4 useful points on the house that you should be able to use (excluding the oirgin which must map to itself as the map is linear), then consider L as a 2x2 matrix
[tex] L=\begin{pmatrix} a & b \\ c & d \end{pmatrix}[/tex]

multplying L by an original point must give the transformed point for each of the points you have stated and teh one other, use these to solve for a,b,c&d
 
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  • #3
So what I calculated:
L(0,3) = (0,3)
L(4,0) = (4,8)
L(4,3) = (4,11)
L(2,5) = (2,9)

L= ((a,c)|(b,d))

For the first point:
((a,c)|(b,d))(0,3) = (3b,3d)
3b= 0 -> b=0
3d = 3 -> d=1
Second point:
((a,c)|(b,d))(4,0) = (4a,4c)
4a = 4 -> a=1
4c = 8 -> c=2

So L = ((1,2)|(0,1))
 
  • #4
ok looks good, the points with a zero in made life easy. Note the the action of the operator on two linearly independent vectors (equivalent to points here) whould be enough to solve

I would check with your 3rd or fourth point to make sure its consistent
 
  • #5
lanedance said:
ok looks good, the points with a zero in made life easy. Note the the action of the operator on two linearly independent vectors (equivalent to points here) whould be enough to solve

I would check with your 3rd or fourth point to make sure its consistent

Thank you, I did and everything checks out.
 

FAQ: Understanding Linear Transformations: Solving Homework Problems

What is a linear transformation/mapping?

A linear transformation/mapping is a mathematical function that maps one vector space to another while preserving the basic structure of the original space. It is a fundamental concept in linear algebra and is used to describe a wide range of real-world phenomena, from geometric transformations to physical processes.

What are the properties of a linear transformation/mapping?

A linear transformation/mapping must satisfy two major properties: it must preserve addition and scalar multiplication. This means that for any vectors u and v in the original space and any scalar c, the resulting transformed vectors will also satisfy the same properties. In other words, the transformation must maintain the same relationships between vectors in the original and transformed spaces.

What is the difference between a linear transformation/mapping and a non-linear transformation/mapping?

The main difference between a linear and non-linear transformation/mapping lies in the properties they satisfy. As mentioned before, a linear transformation/mapping must preserve addition and scalar multiplication. A non-linear transformation/mapping does not have to satisfy these properties and can result in more complex relationships between vectors in the original and transformed spaces.

What are some real-world applications of linear transformations/mappings?

Linear transformations/mappings have many practical applications in various fields such as computer graphics, physics, economics, and engineering. They are used to describe and model physical processes, analyze data, and even improve image and sound quality in media. They are also essential in developing algorithms for machine learning and artificial intelligence.

How can I determine if a transformation/mapping is linear?

To determine if a transformation/mapping is linear, you can use the properties mentioned above. If the transformation preserves addition and scalar multiplication, then it is linear. Another way is to check if the transformation can be represented by a matrix. If it can, then it is linear. However, if the transformation involves variables raised to a power, trigonometric functions, or logarithms, then it is most likely non-linear.

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