Linear algebra with dot product?

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SUMMARY

The discussion focuses on the mathematical relationship defined by the equation A(theta)x = b, where A is a rotation matrix represented as [cos(theta) -sin(theta); sin(theta) cos(theta)]. The key operations involved are the dot product and magnitude of vectors in R2, defined as x dot y = x(transpose)y and |x| = sqrt(x(transpose)*x). To solve for x, participants suggest selecting a specific value for theta and corresponding values for vector x, then calculating Ax to understand the transformation. The inverse of the rotation matrix is A(-theta), which is crucial for determining x in terms of theta and b.

PREREQUISITES
  • Understanding of rotation matrices in linear algebra
  • Familiarity with vector operations, specifically dot products and magnitudes
  • Knowledge of matrix inversion techniques
  • Basic proficiency in R2 vector space concepts
NEXT STEPS
  • Explore the properties of rotation matrices in linear transformations
  • Learn how to compute the inverse of a matrix, specifically for 2x2 matrices
  • Study the geometric interpretation of dot products and vector magnitudes
  • Investigate applications of linear algebra in computer graphics and physics
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Students and professionals in mathematics, physics, and engineering who are studying linear algebra concepts, particularly those involving vector transformations and matrix operations.

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Homework Statement



Let A(theta)x = b for each theta in S. Calculate,
(x dot b)/(|x||b|)

A =
[cos(theta) -sin(theta)
sin(theta) cos(theta)]

How is this related to theta?
Recall that x dot y and |x| are the standard dot-product and magnitude, respectively, from vector-calculus. These operations hold for vectors in Rn
but now have the following definitions, x dot y = x(transpose)y and |x =sqrt(x(transpose)*x)

Homework Equations





The Attempt at a Solution



I'm not sure how to do this because i don't know what x is or what b is, so I'm confused.
 
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x is a vector in R2, and so is b. The matrix A is a rotation matrix, where the parameter theta indicates how much rotation.
 
I don't understand how I would go about calculating it without knowing anything besides that
 
Pick a value for theta, then pick a few values for x. Now calculate Ax. That should give you an idea of what A does, and how A is related to theta.
 
don't I need to actually calculate the dot product equation though? I can't just pick something for x and b and actually have it be correct to the equation.
 
The equation is:A(\theta )x=b. Then x=A^{-1}(\theta )b, You can calculate what the inverse of A is. Denote \mathbf{b}=(b_{1},b_{2}), you can then calculate x in terms of theta and b, from there compute your dot product.
 
Nice to know: if A(\theta) is 'rotation about a given axis by angle \theta' then the inverse rotation is just the rotation about the same axis by angle -\theta.

That is, A(\theta)^{-1}= A(-\theta).
 

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