Matrix Transformations from R^n to R^n

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SUMMARY

The discussion focuses on the rotation matrix \(A(\theta)\) that rotates vectors in \(\mathbb{R}^2\) by an angle \(\theta\). The correct form of the rotation matrix is given by \(A(\theta) = \begin{pmatrix} \cos(\theta) & -\sin(\theta) \\ \sin(\theta) & \cos(\theta) \end{pmatrix}\). The transpose of this matrix, \(A^T(\theta)\), reflects the rotation in the opposite direction, effectively rotating vectors clockwise. Understanding the transformation of the standard basis vectors under this rotation is crucial for grasping the matrix's properties.

PREREQUISITES
  • Understanding of linear algebra concepts, specifically matrix operations.
  • Familiarity with rotation transformations in two-dimensional space.
  • Knowledge of trigonometric functions and their identities.
  • Ability to work with matrix transpositions and their geometric interpretations.
NEXT STEPS
  • Study the derivation of the rotation matrix \(A(\theta)\) in detail.
  • Learn about the geometric interpretation of matrix transpositions.
  • Explore the application of rotation matrices in computer graphics.
  • Investigate the properties of orthogonal matrices and their significance in transformations.
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Mathematicians, physics students, computer graphics developers, and anyone interested in understanding geometric transformations in two-dimensional space.

Swati
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1. If multiplication by A rotates a vector X in the xy-plane through an angle (theta). what is the effect of multiplying x by A^T ? Explain Reason.
 
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Swati said:
1. If multiplication by A rotates a vector X in the xy-plane through an angle (theta). what is the effect of multiplying x by A^T ? Explain Reason.

Write out the matrix \(A(\theta)\) that rotates vectors by an angle \( \theta\). Now take its transpose, what do you notice?

CB
 
Sorry, I'm not getting it. Can you explain in brief.
 
Swati said:
Sorry, I'm not getting it. Can you explain in brief.

What is the matrix \(A(\theta)\) (the rotation matrix that rotates vectors in \(\mathbb{R}^2\) by \(\theta\) ) written out in full?

CB
 
CaptainBlack said:
What is the matrix \(A(\theta)\) (the rotation matrix that rotates vectors in \(\mathbb{R}^2\) by \(\theta\) ) written out in full?

CB

A=[cos^2(theta)-sin^2(theta), -2sin(theta)cos(theta) ;
2sin(theta)cos(theta),
cos^2(theta)-sin^2(theta)]

(A is 2*2 matrix.)
 
err...no, it's not.

suppose we rotate (counter-clockwise) through an angle of θ.

to get the matrix for such a rotation, we need to know its effect on a basis for the plane.

there's no compelling reason not to use the standard basis {(1,0),(0,1)}, so we will.

it should be (hopefully) obvious that after the rotation, (1,0) gets mapped to (cos(θ),sin(θ)). this tells you what the first column of the matrix should be (WHY?).

what does (0,1) get mapped to?

(HINT: 0 = cos(π/2), 1 = sin(π/2).

what is cos(π/2 + θ), sin(π/2 + θ)? use the angle-sum identities).
 

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