Linear Algebra, Quadratic Forms, Change of Variable (concept)

Click For Summary
SUMMARY

The discussion focuses on transforming a quadratic form, specifically 9x1² - 8x1x2 = 3x2², using a change of variable. The eigenvalues identified are 1 and 11, which influence the construction of the diagonal matrix D in the transformation process. Two configurations of D are presented: D = diag(1, 11) and D = diag(11, 1), both yielding valid quadratic forms. The convention is to place the smaller eigenvalue first, which is critical for consistency in representation.

PREREQUISITES
  • Understanding of quadratic forms and their representation
  • Familiarity with eigenvalues and eigenvectors
  • Knowledge of matrix diagonalization techniques
  • Basic concepts of linear transformations and change of basis
NEXT STEPS
  • Study the process of diagonalizing matrices using eigenvalues and eigenvectors
  • Learn about the implications of changing basis in linear algebra
  • Explore the properties of quadratic forms and their geometric interpretations
  • Investigate the conventions in ordering eigenvalues in matrix representations
USEFUL FOR

Students and professionals in mathematics, particularly those studying linear algebra, as well as anyone involved in applications of quadratic forms in optimization and data analysis.

calvert11
Messages
31
Reaction score
0

Homework Statement



Make a change of variable that transforms the quadratic form with no cross-product term:

9x1^2 - 8x1x2 = 3x2^2

Homework Equations



A = PDP^-1
Q = y^TDy

The Attempt at a Solution



I know the answer. This is a question regarding concept.

The eigenvalues for this problem are 1 and 11. The order in which I construct D affect the coefficients of the quadratic form following a change of variable.

Consider constructing D as either

1 0
0 11

or

11 0
0 1

The two resulting quadratic forms would have their coefficients switched.
Basically, I'm asking, is this ok?

Would both answers be acceptable?
 
Physics news on Phys.org
yes they are both ok, though the convention is usually to put the smaller eigenvalue first

moving the the diagonal coordinate system is change of basis to one composed of the eignevectors of the matrix A .

If you take the eigenvector corresponding to 1 as your first basis vector, and make it the first column of P then you will end up with the first form of D.

Alternately if you take the eigenvector corresponding to 11 as your first basis vector, and make it the first column of P then you will end up with the 2nd form of D.
 

Similar threads

  • · Replies 6 ·
Replies
6
Views
2K
  • · Replies 4 ·
Replies
4
Views
3K
  • · Replies 5 ·
Replies
5
Views
2K
  • · Replies 7 ·
Replies
7
Views
2K
  • · Replies 4 ·
Replies
4
Views
2K
  • · Replies 1 ·
Replies
1
Views
2K
  • · Replies 22 ·
Replies
22
Views
3K
  • · Replies 2 ·
Replies
2
Views
3K
  • · Replies 3 ·
Replies
3
Views
2K
Replies
1
Views
1K