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A First Course in Linear Algebra, 2017a

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424 Spectral Theory<br />

= (U⃗y) T A(U⃗y)<br />

= ⃗y T (U T AU )⃗y<br />

= ⃗y T D⃗y<br />

The follow<strong>in</strong>g procedure details the steps for the change of variables given <strong>in</strong> the above theorem.<br />

Procedure 7.93: Diagonaliz<strong>in</strong>g a Quadratic Form<br />

Let q be a quadratic form <strong>in</strong> the variables x 1 ,···,x n given by<br />

q = a 11 x 2 1 + a 22 x 2 2 + ···+ a nn x 2 n + a 12 x 1 x 2 + ···<br />

Then, q can be written as q = d 11 y 2 1 + ···+ d nny 2 n as follows:<br />

1. Write q =⃗x T A⃗x for a symmetric matrix A.<br />

2. Orthogonally diagonalize A to be written as U T AU = D for an orthogonal matrix U and<br />

diagonal matrix D.<br />

⎡ ⎤<br />

y 1<br />

y 2<br />

3. Write⃗y = ⎢ .<br />

⎣ ..<br />

⎥. Then,⃗x = U⃗y.<br />

⎦<br />

y n<br />

4. The quadratic form q will now be given by<br />

q = d 11 y 2 1 + ···+ d nny 2 n =⃗yT D⃗y<br />

where D = [ d ij<br />

]<br />

is the diagonal matrix found by orthogonally diagonaliz<strong>in</strong>g A.<br />

Consider the follow<strong>in</strong>g example.<br />

Example 7.94: Choos<strong>in</strong>g New Axes to Simplify a Quadratic Form<br />

Consider the follow<strong>in</strong>g level curve<br />

6x 2 1 + 4x 1x 2 + 3x 2 2 = 7<br />

shown <strong>in</strong> the follow<strong>in</strong>g graph.<br />

x 2<br />

x 1<br />

Use a change of variables to choose new axes such that the ellipse is oriented parallel to the new<br />

coord<strong>in</strong>ate axes. In other words, use a change of variables to rewrite q to elim<strong>in</strong>ate the x 1 x 2 term.

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