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Quadratic Forms and EUipsoids 121<br />

Figure 5.7. Translation <strong>of</strong> an ellipse. [From<br />

Acton, 1970.]<br />

5.1.3. Quadratic Forms and Graphics. The preceding section related the<br />

coefficient matrix A <strong>of</strong> a set <strong>of</strong> linear equations to the quadratic function<br />

defined by (5.6). The terms at the extreme right in (5.6) are known as the<br />

quadratic form Q(x):<br />

(5.21)<br />

Matrix A was assumed to be a real, symmetric matrix; when A is twodimensional,<br />

the quadratic form is<br />

Q(X)=x T [ ~<br />

~ ]x=axt +2kxl x,+ bx~.<br />

(5.22)<br />

Equation (5.22) is an ellipse centered at the origin. Solving (5.22) for x"<br />

elliptical level curves for Q can be plotted by<br />

- kxl ± ~k'xt- b(axt-Q)<br />

(5.23)<br />

b<br />

Appendix Program A5-3 uses key B to input valu~s for a, b, and k that define<br />

matrix A according to (5.22). Key C is used to input the level-curve function<br />

value Q. Key A evaluates (5.23) upon entry <strong>of</strong> various XI values. The reader<br />

can check Figure 5.5 with Program A5-2, assuming a displaced origin at (5,7).<br />

More important, (5.23) shows that the rotation <strong>of</strong> the ellipses results from the<br />

presence <strong>of</strong> cross terms such as XIX, in (5.22); if k=O in (5.23) then the x,<br />

points are symmetric about the XI axis.<br />

The type <strong>of</strong> conic depends on the elements <strong>of</strong> A, namely, a, b, and k,<br />

defined by (5.22) (see Figure 5.8). In general, any matrix A is said to be<br />

positive definite if<br />

xTAx>O for all x,""O. (5.24)<br />

For the two-dimensional case, a little thought shows that k'

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