Finding the matrix of a transformation

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SUMMARY

The discussion focuses on finding the matrix representation of a linear transformation T that rotates vectors in R² by 45 degrees counterclockwise. Participants initially proposed an incorrect matrix, [0 1; 1 0], which represents a 90-degree rotation. The correct matrix for a 45-degree rotation is derived as [√2/2 -√2/2; √2/2 √2/2], aligning with the standard rotation matrix formula. The conversation emphasizes the importance of understanding vector transformations and the geometric implications of rotation angles.

PREREQUISITES
  • Understanding of linear transformations in R²
  • Familiarity with rotation matrices
  • Knowledge of trigonometric functions, specifically sine and cosine
  • Ability to manipulate and interpret matrices
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  • Study the derivation of rotation matrices in linear algebra
  • Learn about the properties of linear transformations
  • Explore applications of rotation matrices in computer graphics
  • Investigate the relationship between angles and matrix representations in transformations
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Students of linear algebra, mathematicians, and anyone interested in understanding vector transformations and their matrix representations.

Cankur
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Homework Statement


Consider the transformation T from R2 to R2 that rotates any vector x through an angle of 45 degrees in the counterclockwise direction. You are told that T is a linear transformation. Find the matrix of T.


Homework Equations





The Attempt at a Solution



A vector with components x1 and x2 should become x 2 and x1, seeing that the transformation should rotate the vector 45 degrees. So therefore, the matrix of the transformation should be:

[0 1]
[1 0]
 
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Cankur said:

Homework Statement


Consider the transformation T from R2 to R2 that rotates any vector x through an angle of 45 degrees in the counterclockwise direction. You are told that T is a linear transformation. Find the matrix of T.


Homework Equations





The Attempt at a Solution



A vector with components x1 and x2 should become x 2 and x1, seeing that the transformation should rotate the vector 45 degrees.
The rotation you're describing here is a rotation of 90° counterclockwise, not 45°.

What should T do to x1 = <1, 0> and x2 = <0, 1>?
Cankur said:
So therefore, the matrix of the transformation should be:

[0 1]
[1 0]
 
Cankur said:

Homework Statement


Consider the transformation T from R2 to R2 that rotates any vector x through an angle of 45 degrees in the counterclockwise direction. You are told that T is a linear transformation. Find the matrix of T.


Homework Equations





The Attempt at a Solution



A vector with components x1 and x2 should become x 2 and x1, seeing that the transformation should rotate the vector 45 degrees. So therefore, the matrix of the transformation should be:

[0 1]
[1 0]
No, with a 45 degree rotation, any vector on the x-axis (y=0) would rotate to the line y= x while any vector on the y-axis would rotate to the line y= -x. What vectors on those lines have length 1?
 
It should move it half of 90 degrees. But what matrix would achieve that? A matrix that looks like this perhaps:

[0 1/2]
[1/2 0]

How should you think when you have problems of this sort?
 
Cankur said:
It should move it half of 90 degrees. But what matrix would achieve that? A matrix that looks like this perhaps:

[0 1/2]
[1/2 0]

How should you think when you have problems of this sort?
No, the matrix above doesn't work.

I'll ask this again.
Mark44 said:
What should T do to x1 = <1, 0> and x2 = <0, 1>?
 
Which (because I just have to jump in behind Mark44) is much what I asked before: what vector, <x, x>, has length 1? What vector <-x, x>, has length 1?
 

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